2023-12-24 19:30:22,559 - pyskl - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] CUDA available: True GPU 0: GeForce RTX 3090 CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 11.2, V11.2.67 GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 PyTorch: 1.9.1 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) - OpenMP 201511 (a.k.a. OpenMP 4.5) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.1 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 - CuDNN 8.0.5 - Magma 2.5.2 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, TorchVision: 0.10.1 OpenCV: 4.6.0 MMCV: 1.6.0 MMCV Compiler: GCC 9.3 MMCV CUDA Compiler: 11.2 pyskl: 0.1.0+ ------------------------------------------------------------ 2023-12-24 19:30:22,893 - pyskl - INFO - Config: modality = 'jm' graph = 'nturgb+d' work_dir = './work_dirs/test_prototype/ntu60_xview/jm' model = dict( type='RecognizerGCN_7_1_1', backbone=dict( type='GCN_7_1_2', tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], graph_cfg=dict( layout='nturgb+d', mode='random', num_filter=8, init_off=0.04, init_std=0.02)), cls_head=dict(type='SimpleHead_7_4_2', num_classes=60, in_channels=384)) dataset_type = 'PoseDataset' ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' train_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='GenSkeFeat', feats=['jm']), dict(type='UniformSampleDecode', clip_len=100), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] val_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['jm']), dict(type='UniformSampleDecode', clip_len=100, num_clips=1), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] test_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['jm']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] data = dict( videos_per_gpu=16, workers_per_gpu=4, test_dataloader=dict(videos_per_gpu=1), train=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='GenSkeFeat', feats=['jm']), dict(type='UniformSampleDecode', clip_len=100), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xview_train'), val=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['jm']), dict(type='UniformSampleDecode', clip_len=100, num_clips=1), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xview_val'), test=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['jm']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xview_val')) optimizer = dict( type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) optimizer_config = dict(grad_clip=None) lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) total_epochs = 150 checkpoint_config = dict(interval=1) evaluation = dict(interval=1, metrics=['top_k_accuracy']) log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') gpu_ids = range(0, 1) 2023-12-24 19:30:22,893 - pyskl - INFO - Set random seed to 97991882, deterministic: False 2023-12-24 19:30:28,033 - pyskl - INFO - 37646 videos remain after valid thresholding 2023-12-24 19:30:36,547 - pyskl - INFO - 18932 videos remain after valid thresholding 2023-12-24 19:30:36,552 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm 2023-12-24 19:30:36,553 - pyskl - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) CosineAnnealingLrUpdaterHook (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) CosineAnnealingLrUpdaterHook (NORMAL ) DistSamplerSeedHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) CosineAnnealingLrUpdaterHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook -------------------- after_train_iter: (ABOVE_NORMAL) OptimizerHook (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (NORMAL ) DistSamplerSeedHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook -------------------- 2023-12-24 19:30:36,553 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs 2023-12-24 19:30:36,553 - pyskl - INFO - Checkpoints will be saved to /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm by HardDiskBackend. 2023-12-24 19:31:20,577 - pyskl - INFO - Epoch [1][100/2353] lr: 2.500e-02, eta: 1 day, 19:08:36, time: 0.440, data_time: 0.206, memory: 6525, top1_acc: 0.0500, top5_acc: 0.2081, loss_cls: 5.6246, loss: 5.6246 2023-12-24 19:31:43,097 - pyskl - INFO - Epoch [1][200/2353] lr: 2.500e-02, eta: 1 day, 8:35:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.0794, top5_acc: 0.3056, loss_cls: 5.1962, loss: 5.1962 2023-12-24 19:32:05,612 - pyskl - INFO - Epoch [1][300/2353] lr: 2.500e-02, eta: 1 day, 5:04:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.1075, top5_acc: 0.3563, loss_cls: 5.4756, loss: 5.4756 2023-12-24 19:32:28,114 - pyskl - INFO - Epoch [1][400/2353] lr: 2.500e-02, eta: 1 day, 3:18:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.1131, top5_acc: 0.3912, loss_cls: 5.9455, loss: 5.9455 2023-12-24 19:32:50,666 - pyskl - INFO - Epoch [1][500/2353] lr: 2.500e-02, eta: 1 day, 2:15:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.1412, top5_acc: 0.4450, loss_cls: 5.6837, loss: 5.6837 2023-12-24 19:33:13,259 - pyskl - INFO - Epoch [1][600/2353] lr: 2.500e-02, eta: 1 day, 1:33:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.1875, top5_acc: 0.5256, loss_cls: 5.2427, loss: 5.2427 2023-12-24 19:33:35,867 - pyskl - INFO - Epoch [1][700/2353] lr: 2.500e-02, eta: 1 day, 1:03:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.2100, top5_acc: 0.5425, loss_cls: 4.9766, loss: 4.9766 2023-12-24 19:33:58,548 - pyskl - INFO - Epoch [1][800/2353] lr: 2.500e-02, eta: 1 day, 0:41:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.2581, top5_acc: 0.5975, loss_cls: 4.5845, loss: 4.5845 2023-12-24 19:34:21,185 - pyskl - INFO - Epoch [1][900/2353] lr: 2.500e-02, eta: 1 day, 0:24:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.2550, top5_acc: 0.5988, loss_cls: 4.4514, loss: 4.4514 2023-12-24 19:34:43,808 - pyskl - INFO - Epoch [1][1000/2353] lr: 2.500e-02, eta: 1 day, 0:10:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.2800, top5_acc: 0.6369, loss_cls: 4.2739, loss: 4.2739 2023-12-24 19:35:06,601 - pyskl - INFO - Epoch [1][1100/2353] lr: 2.500e-02, eta: 23:59:34, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.3019, top5_acc: 0.6825, loss_cls: 4.1046, loss: 4.1046 2023-12-24 19:35:29,320 - pyskl - INFO - Epoch [1][1200/2353] lr: 2.500e-02, eta: 23:50:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.3275, top5_acc: 0.6969, loss_cls: 3.9634, loss: 3.9634 2023-12-24 19:35:51,970 - pyskl - INFO - Epoch [1][1300/2353] lr: 2.500e-02, eta: 23:41:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.3250, top5_acc: 0.7000, loss_cls: 3.9934, loss: 3.9934 2023-12-24 19:36:14,640 - pyskl - INFO - Epoch [1][1400/2353] lr: 2.500e-02, eta: 23:34:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.3694, top5_acc: 0.7375, loss_cls: 3.8156, loss: 3.8156 2023-12-24 19:36:37,318 - pyskl - INFO - Epoch [1][1500/2353] lr: 2.500e-02, eta: 23:28:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.3444, top5_acc: 0.7425, loss_cls: 3.8597, loss: 3.8597 2023-12-24 19:36:59,966 - pyskl - INFO - Epoch [1][1600/2353] lr: 2.500e-02, eta: 23:23:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.3869, top5_acc: 0.7381, loss_cls: 3.7961, loss: 3.7961 2023-12-24 19:37:22,625 - pyskl - INFO - Epoch [1][1700/2353] lr: 2.500e-02, eta: 23:18:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.3831, top5_acc: 0.7662, loss_cls: 3.7163, loss: 3.7163 2023-12-24 19:37:45,259 - pyskl - INFO - Epoch [1][1800/2353] lr: 2.500e-02, eta: 23:13:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.4088, top5_acc: 0.7700, loss_cls: 3.6582, loss: 3.6582 2023-12-24 19:38:07,969 - pyskl - INFO - Epoch [1][1900/2353] lr: 2.500e-02, eta: 23:10:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.4188, top5_acc: 0.7812, loss_cls: 3.6166, loss: 3.6166 2023-12-24 19:38:30,627 - pyskl - INFO - Epoch [1][2000/2353] lr: 2.500e-02, eta: 23:06:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.4569, top5_acc: 0.8150, loss_cls: 3.5062, loss: 3.5062 2023-12-24 19:38:53,368 - pyskl - INFO - Epoch [1][2100/2353] lr: 2.500e-02, eta: 23:03:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.4263, top5_acc: 0.8075, loss_cls: 3.5210, loss: 3.5210 2023-12-24 19:39:16,101 - pyskl - INFO - Epoch [1][2200/2353] lr: 2.500e-02, eta: 23:00:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.4562, top5_acc: 0.8375, loss_cls: 3.4330, loss: 3.4330 2023-12-24 19:39:38,740 - pyskl - INFO - Epoch [1][2300/2353] lr: 2.500e-02, eta: 22:57:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.4644, top5_acc: 0.8213, loss_cls: 3.4086, loss: 3.4086 2023-12-24 19:39:51,504 - pyskl - INFO - Saving checkpoint at 1 epochs 2023-12-24 19:41:20,828 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 19:41:20,915 - pyskl - INFO - top1_acc 0.1747 top5_acc 0.4436 2023-12-24 19:41:21,083 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2023-12-24 19:41:21,084 - pyskl - INFO - Best top1_acc is 0.1747 at 1 epoch. 2023-12-24 19:41:21,089 - pyskl - INFO - Epoch(val) [1][1184] top1_acc: 0.1747, top5_acc: 0.4436 2023-12-24 19:42:03,601 - pyskl - INFO - Epoch [2][100/2353] lr: 2.500e-02, eta: 23:12:21, time: 0.425, data_time: 0.198, memory: 6525, top1_acc: 0.4694, top5_acc: 0.8256, loss_cls: 3.4032, loss: 3.4032 2023-12-24 19:42:26,345 - pyskl - INFO - Epoch [2][200/2353] lr: 2.500e-02, eta: 23:09:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.4931, top5_acc: 0.8387, loss_cls: 3.3318, loss: 3.3318 2023-12-24 19:42:48,904 - pyskl - INFO - Epoch [2][300/2353] lr: 2.500e-02, eta: 23:06:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5119, top5_acc: 0.8462, loss_cls: 3.2743, loss: 3.2743 2023-12-24 19:43:11,719 - pyskl - INFO - Epoch [2][400/2353] lr: 2.500e-02, eta: 23:03:58, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.5262, top5_acc: 0.8681, loss_cls: 3.1826, loss: 3.1826 2023-12-24 19:43:34,358 - pyskl - INFO - Epoch [2][500/2353] lr: 2.500e-02, eta: 23:01:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5106, top5_acc: 0.8519, loss_cls: 3.2607, loss: 3.2607 2023-12-24 19:43:57,030 - pyskl - INFO - Epoch [2][600/2353] lr: 2.500e-02, eta: 22:59:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.5156, top5_acc: 0.8588, loss_cls: 3.2604, loss: 3.2604 2023-12-24 19:44:19,637 - pyskl - INFO - Epoch [2][700/2353] lr: 2.500e-02, eta: 22:56:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5156, top5_acc: 0.8506, loss_cls: 3.2697, loss: 3.2697 2023-12-24 19:44:42,293 - pyskl - INFO - Epoch [2][800/2353] lr: 2.500e-02, eta: 22:54:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.5537, top5_acc: 0.8594, loss_cls: 3.1663, loss: 3.1663 2023-12-24 19:45:04,958 - pyskl - INFO - Epoch [2][900/2353] lr: 2.499e-02, eta: 22:52:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.5294, top5_acc: 0.8512, loss_cls: 3.2519, loss: 3.2519 2023-12-24 19:45:27,614 - pyskl - INFO - Epoch [2][1000/2353] lr: 2.499e-02, eta: 22:50:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.5444, top5_acc: 0.8688, loss_cls: 3.1549, loss: 3.1549 2023-12-24 19:45:50,265 - pyskl - INFO - Epoch [2][1100/2353] lr: 2.499e-02, eta: 22:48:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.5387, top5_acc: 0.8681, loss_cls: 3.1653, loss: 3.1653 2023-12-24 19:46:12,877 - pyskl - INFO - Epoch [2][1200/2353] lr: 2.499e-02, eta: 22:46:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5500, top5_acc: 0.8712, loss_cls: 3.1320, loss: 3.1320 2023-12-24 19:46:35,638 - pyskl - INFO - Epoch [2][1300/2353] lr: 2.499e-02, eta: 22:45:17, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.5356, top5_acc: 0.8794, loss_cls: 3.1492, loss: 3.1492 2023-12-24 19:46:58,340 - pyskl - INFO - Epoch [2][1400/2353] lr: 2.499e-02, eta: 22:43:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.5600, top5_acc: 0.8831, loss_cls: 3.0826, loss: 3.0826 2023-12-24 19:47:21,070 - pyskl - INFO - Epoch [2][1500/2353] lr: 2.499e-02, eta: 22:42:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.5744, top5_acc: 0.8825, loss_cls: 3.0958, loss: 3.0958 2023-12-24 19:47:43,863 - pyskl - INFO - Epoch [2][1600/2353] lr: 2.499e-02, eta: 22:40:58, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.5525, top5_acc: 0.8888, loss_cls: 3.0528, loss: 3.0528 2023-12-24 19:48:06,632 - pyskl - INFO - Epoch [2][1700/2353] lr: 2.499e-02, eta: 22:39:40, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.5763, top5_acc: 0.8912, loss_cls: 3.0444, loss: 3.0444 2023-12-24 19:48:29,416 - pyskl - INFO - Epoch [2][1800/2353] lr: 2.499e-02, eta: 22:38:27, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.5694, top5_acc: 0.8981, loss_cls: 3.0425, loss: 3.0425 2023-12-24 19:48:52,108 - pyskl - INFO - Epoch [2][1900/2353] lr: 2.499e-02, eta: 22:37:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.5656, top5_acc: 0.8838, loss_cls: 3.0508, loss: 3.0508 2023-12-24 19:49:14,887 - pyskl - INFO - Epoch [2][2000/2353] lr: 2.499e-02, eta: 22:35:58, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.5787, top5_acc: 0.8831, loss_cls: 3.0286, loss: 3.0286 2023-12-24 19:49:37,635 - pyskl - INFO - Epoch [2][2100/2353] lr: 2.499e-02, eta: 22:34:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.5694, top5_acc: 0.8750, loss_cls: 3.0954, loss: 3.0954 2023-12-24 19:50:00,354 - pyskl - INFO - Epoch [2][2200/2353] lr: 2.499e-02, eta: 22:33:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.5744, top5_acc: 0.8894, loss_cls: 2.9973, loss: 2.9973 2023-12-24 19:50:23,091 - pyskl - INFO - Epoch [2][2300/2353] lr: 2.499e-02, eta: 22:32:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.5819, top5_acc: 0.8912, loss_cls: 3.0302, loss: 3.0302 2023-12-24 19:50:35,712 - pyskl - INFO - Saving checkpoint at 2 epochs 2023-12-24 19:52:04,411 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 19:52:04,493 - pyskl - INFO - top1_acc 0.3364 top5_acc 0.7526 2023-12-24 19:52:04,497 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_1.pth was removed 2023-12-24 19:52:04,640 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2023-12-24 19:52:04,641 - pyskl - INFO - Best top1_acc is 0.3364 at 2 epoch. 2023-12-24 19:52:04,645 - pyskl - INFO - Epoch(val) [2][1184] top1_acc: 0.3364, top5_acc: 0.7526 2023-12-24 19:52:45,995 - pyskl - INFO - Epoch [3][100/2353] lr: 2.499e-02, eta: 22:38:50, time: 0.413, data_time: 0.188, memory: 6525, top1_acc: 0.5981, top5_acc: 0.8944, loss_cls: 2.9372, loss: 2.9372 2023-12-24 19:53:08,496 - pyskl - INFO - Epoch [3][200/2353] lr: 2.499e-02, eta: 22:37:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.5950, top5_acc: 0.9062, loss_cls: 2.9181, loss: 2.9181 2023-12-24 19:53:31,012 - pyskl - INFO - Epoch [3][300/2353] lr: 2.499e-02, eta: 22:35:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6006, top5_acc: 0.9000, loss_cls: 2.9560, loss: 2.9560 2023-12-24 19:53:53,558 - pyskl - INFO - Epoch [3][400/2353] lr: 2.499e-02, eta: 22:34:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.5806, top5_acc: 0.9006, loss_cls: 3.0100, loss: 3.0100 2023-12-24 19:54:16,143 - pyskl - INFO - Epoch [3][500/2353] lr: 2.499e-02, eta: 22:33:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6144, top5_acc: 0.9131, loss_cls: 2.8716, loss: 2.8716 2023-12-24 19:54:38,710 - pyskl - INFO - Epoch [3][600/2353] lr: 2.499e-02, eta: 22:32:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6056, top5_acc: 0.9038, loss_cls: 2.9008, loss: 2.9008 2023-12-24 19:55:01,366 - pyskl - INFO - Epoch [3][700/2353] lr: 2.499e-02, eta: 22:30:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6012, top5_acc: 0.8981, loss_cls: 2.9525, loss: 2.9525 2023-12-24 19:55:24,150 - pyskl - INFO - Epoch [3][800/2353] lr: 2.498e-02, eta: 22:30:01, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.6269, top5_acc: 0.9131, loss_cls: 2.8536, loss: 2.8536 2023-12-24 19:55:46,840 - pyskl - INFO - Epoch [3][900/2353] lr: 2.498e-02, eta: 22:28:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6269, top5_acc: 0.9094, loss_cls: 2.8520, loss: 2.8520 2023-12-24 19:56:09,465 - pyskl - INFO - Epoch [3][1000/2353] lr: 2.498e-02, eta: 22:27:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6331, top5_acc: 0.9137, loss_cls: 2.8350, loss: 2.8350 2023-12-24 19:56:32,124 - pyskl - INFO - Epoch [3][1100/2353] lr: 2.498e-02, eta: 22:26:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6400, top5_acc: 0.9150, loss_cls: 2.8240, loss: 2.8240 2023-12-24 19:56:54,875 - pyskl - INFO - Epoch [3][1200/2353] lr: 2.498e-02, eta: 22:25:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6294, top5_acc: 0.9062, loss_cls: 2.8567, loss: 2.8567 2023-12-24 19:57:17,621 - pyskl - INFO - Epoch [3][1300/2353] lr: 2.498e-02, eta: 22:25:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6331, top5_acc: 0.9169, loss_cls: 2.8360, loss: 2.8360 2023-12-24 19:57:40,264 - pyskl - INFO - Epoch [3][1400/2353] lr: 2.498e-02, eta: 22:24:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6056, top5_acc: 0.9131, loss_cls: 2.8884, loss: 2.8884 2023-12-24 19:58:02,869 - pyskl - INFO - Epoch [3][1500/2353] lr: 2.498e-02, eta: 22:23:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6206, top5_acc: 0.9075, loss_cls: 2.8753, loss: 2.8753 2023-12-24 19:58:25,542 - pyskl - INFO - Epoch [3][1600/2353] lr: 2.498e-02, eta: 22:22:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6388, top5_acc: 0.9181, loss_cls: 2.8452, loss: 2.8452 2023-12-24 19:58:48,102 - pyskl - INFO - Epoch [3][1700/2353] lr: 2.498e-02, eta: 22:21:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6525, top5_acc: 0.9219, loss_cls: 2.7758, loss: 2.7758 2023-12-24 19:59:10,779 - pyskl - INFO - Epoch [3][1800/2353] lr: 2.498e-02, eta: 22:20:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6425, top5_acc: 0.9213, loss_cls: 2.8167, loss: 2.8167 2023-12-24 19:59:33,409 - pyskl - INFO - Epoch [3][1900/2353] lr: 2.498e-02, eta: 22:19:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6250, top5_acc: 0.9144, loss_cls: 2.8134, loss: 2.8134 2023-12-24 19:59:56,122 - pyskl - INFO - Epoch [3][2000/2353] lr: 2.498e-02, eta: 22:18:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6406, top5_acc: 0.9237, loss_cls: 2.7786, loss: 2.7786 2023-12-24 20:00:18,859 - pyskl - INFO - Epoch [3][2100/2353] lr: 2.498e-02, eta: 22:17:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6613, top5_acc: 0.9313, loss_cls: 2.7265, loss: 2.7265 2023-12-24 20:00:41,450 - pyskl - INFO - Epoch [3][2200/2353] lr: 2.498e-02, eta: 22:16:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6331, top5_acc: 0.9187, loss_cls: 2.8148, loss: 2.8148 2023-12-24 20:01:04,107 - pyskl - INFO - Epoch [3][2300/2353] lr: 2.498e-02, eta: 22:16:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6275, top5_acc: 0.9219, loss_cls: 2.8329, loss: 2.8329 2023-12-24 20:01:16,783 - pyskl - INFO - Saving checkpoint at 3 epochs 2023-12-24 20:02:45,723 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 20:02:45,805 - pyskl - INFO - top1_acc 0.2777 top5_acc 0.7151 2023-12-24 20:02:45,810 - pyskl - INFO - Epoch(val) [3][1184] top1_acc: 0.2777, top5_acc: 0.7151 2023-12-24 20:03:28,185 - pyskl - INFO - Epoch [4][100/2353] lr: 2.497e-02, eta: 22:21:08, time: 0.424, data_time: 0.197, memory: 6525, top1_acc: 0.6625, top5_acc: 0.9206, loss_cls: 2.7475, loss: 2.7475 2023-12-24 20:03:50,837 - pyskl - INFO - Epoch [4][200/2353] lr: 2.497e-02, eta: 22:20:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6469, top5_acc: 0.9113, loss_cls: 2.8256, loss: 2.8256 2023-12-24 20:04:13,523 - pyskl - INFO - Epoch [4][300/2353] lr: 2.497e-02, eta: 22:19:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6462, top5_acc: 0.9200, loss_cls: 2.7743, loss: 2.7743 2023-12-24 20:04:36,147 - pyskl - INFO - Epoch [4][400/2353] lr: 2.497e-02, eta: 22:18:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6594, top5_acc: 0.9206, loss_cls: 2.7185, loss: 2.7185 2023-12-24 20:04:58,815 - pyskl - INFO - Epoch [4][500/2353] lr: 2.497e-02, eta: 22:17:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6700, top5_acc: 0.9375, loss_cls: 2.6940, loss: 2.6940 2023-12-24 20:05:21,379 - pyskl - INFO - Epoch [4][600/2353] lr: 2.497e-02, eta: 22:16:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6856, top5_acc: 0.9250, loss_cls: 2.6916, loss: 2.6916 2023-12-24 20:05:43,968 - pyskl - INFO - Epoch [4][700/2353] lr: 2.497e-02, eta: 22:15:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6606, top5_acc: 0.9281, loss_cls: 2.7171, loss: 2.7171 2023-12-24 20:06:06,539 - pyskl - INFO - Epoch [4][800/2353] lr: 2.497e-02, eta: 22:15:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6606, top5_acc: 0.9325, loss_cls: 2.7499, loss: 2.7499 2023-12-24 20:06:29,130 - pyskl - INFO - Epoch [4][900/2353] lr: 2.497e-02, eta: 22:14:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6700, top5_acc: 0.9250, loss_cls: 2.6918, loss: 2.6918 2023-12-24 20:06:51,719 - pyskl - INFO - Epoch [4][1000/2353] lr: 2.497e-02, eta: 22:13:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6713, top5_acc: 0.9356, loss_cls: 2.6690, loss: 2.6690 2023-12-24 20:07:14,414 - pyskl - INFO - Epoch [4][1100/2353] lr: 2.497e-02, eta: 22:12:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6512, top5_acc: 0.9225, loss_cls: 2.7468, loss: 2.7468 2023-12-24 20:07:37,005 - pyskl - INFO - Epoch [4][1200/2353] lr: 2.497e-02, eta: 22:11:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6587, top5_acc: 0.9269, loss_cls: 2.7241, loss: 2.7241 2023-12-24 20:07:59,741 - pyskl - INFO - Epoch [4][1300/2353] lr: 2.497e-02, eta: 22:11:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6681, top5_acc: 0.9250, loss_cls: 2.7059, loss: 2.7059 2023-12-24 20:08:22,467 - pyskl - INFO - Epoch [4][1400/2353] lr: 2.496e-02, eta: 22:10:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6719, top5_acc: 0.9313, loss_cls: 2.6833, loss: 2.6833 2023-12-24 20:08:45,150 - pyskl - INFO - Epoch [4][1500/2353] lr: 2.496e-02, eta: 22:09:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6644, top5_acc: 0.9306, loss_cls: 2.6830, loss: 2.6830 2023-12-24 20:09:07,831 - pyskl - INFO - Epoch [4][1600/2353] lr: 2.496e-02, eta: 22:09:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6637, top5_acc: 0.9331, loss_cls: 2.7059, loss: 2.7059 2023-12-24 20:09:30,550 - pyskl - INFO - Epoch [4][1700/2353] lr: 2.496e-02, eta: 22:08:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6431, top5_acc: 0.9337, loss_cls: 2.7489, loss: 2.7489 2023-12-24 20:09:53,110 - pyskl - INFO - Epoch [4][1800/2353] lr: 2.496e-02, eta: 22:07:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6969, top5_acc: 0.9419, loss_cls: 2.5984, loss: 2.5984 2023-12-24 20:10:15,781 - pyskl - INFO - Epoch [4][1900/2353] lr: 2.496e-02, eta: 22:06:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6594, top5_acc: 0.9144, loss_cls: 2.7433, loss: 2.7433 2023-12-24 20:10:38,465 - pyskl - INFO - Epoch [4][2000/2353] lr: 2.496e-02, eta: 22:06:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6950, top5_acc: 0.9350, loss_cls: 2.6322, loss: 2.6322 2023-12-24 20:11:01,201 - pyskl - INFO - Epoch [4][2100/2353] lr: 2.496e-02, eta: 22:05:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6575, top5_acc: 0.9213, loss_cls: 2.7285, loss: 2.7285 2023-12-24 20:11:23,871 - pyskl - INFO - Epoch [4][2200/2353] lr: 2.496e-02, eta: 22:04:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6706, top5_acc: 0.9313, loss_cls: 2.6884, loss: 2.6884 2023-12-24 20:11:46,597 - pyskl - INFO - Epoch [4][2300/2353] lr: 2.496e-02, eta: 22:04:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6800, top5_acc: 0.9331, loss_cls: 2.6829, loss: 2.6829 2023-12-24 20:11:59,168 - pyskl - INFO - Saving checkpoint at 4 epochs 2023-12-24 20:13:28,170 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 20:13:28,252 - pyskl - INFO - top1_acc 0.7218 top5_acc 0.9564 2023-12-24 20:13:28,256 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_2.pth was removed 2023-12-24 20:13:28,434 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2023-12-24 20:13:28,434 - pyskl - INFO - Best top1_acc is 0.7218 at 4 epoch. 2023-12-24 20:13:28,440 - pyskl - INFO - Epoch(val) [4][1184] top1_acc: 0.7218, top5_acc: 0.9564 2023-12-24 20:14:10,166 - pyskl - INFO - Epoch [5][100/2353] lr: 2.496e-02, eta: 22:07:32, time: 0.417, data_time: 0.192, memory: 6525, top1_acc: 0.7119, top5_acc: 0.9431, loss_cls: 2.5801, loss: 2.5801 2023-12-24 20:14:32,814 - pyskl - INFO - Epoch [5][200/2353] lr: 2.495e-02, eta: 22:06:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6713, top5_acc: 0.9281, loss_cls: 2.6946, loss: 2.6946 2023-12-24 20:14:55,562 - pyskl - INFO - Epoch [5][300/2353] lr: 2.495e-02, eta: 22:06:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6763, top5_acc: 0.9269, loss_cls: 2.6847, loss: 2.6847 2023-12-24 20:15:18,178 - pyskl - INFO - Epoch [5][400/2353] lr: 2.495e-02, eta: 22:05:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6875, top5_acc: 0.9337, loss_cls: 2.6441, loss: 2.6441 2023-12-24 20:15:40,851 - pyskl - INFO - Epoch [5][500/2353] lr: 2.495e-02, eta: 22:04:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7019, top5_acc: 0.9381, loss_cls: 2.6041, loss: 2.6041 2023-12-24 20:16:03,568 - pyskl - INFO - Epoch [5][600/2353] lr: 2.495e-02, eta: 22:04:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6719, top5_acc: 0.9275, loss_cls: 2.6676, loss: 2.6676 2023-12-24 20:16:26,262 - pyskl - INFO - Epoch [5][700/2353] lr: 2.495e-02, eta: 22:03:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6825, top5_acc: 0.9206, loss_cls: 2.6687, loss: 2.6687 2023-12-24 20:16:48,997 - pyskl - INFO - Epoch [5][800/2353] lr: 2.495e-02, eta: 22:02:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7106, top5_acc: 0.9319, loss_cls: 2.6081, loss: 2.6081 2023-12-24 20:17:11,767 - pyskl - INFO - Epoch [5][900/2353] lr: 2.495e-02, eta: 22:02:15, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.6837, top5_acc: 0.9294, loss_cls: 2.6340, loss: 2.6340 2023-12-24 20:17:34,517 - pyskl - INFO - Epoch [5][1000/2353] lr: 2.495e-02, eta: 22:01:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6863, top5_acc: 0.9225, loss_cls: 2.6745, loss: 2.6745 2023-12-24 20:17:57,221 - pyskl - INFO - Epoch [5][1100/2353] lr: 2.495e-02, eta: 22:01:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7037, top5_acc: 0.9400, loss_cls: 2.6001, loss: 2.6001 2023-12-24 20:18:19,915 - pyskl - INFO - Epoch [5][1200/2353] lr: 2.494e-02, eta: 22:00:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6806, top5_acc: 0.9363, loss_cls: 2.6358, loss: 2.6358 2023-12-24 20:18:42,616 - pyskl - INFO - Epoch [5][1300/2353] lr: 2.494e-02, eta: 21:59:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6925, top5_acc: 0.9387, loss_cls: 2.6442, loss: 2.6442 2023-12-24 20:19:05,317 - pyskl - INFO - Epoch [5][1400/2353] lr: 2.494e-02, eta: 21:59:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6881, top5_acc: 0.9437, loss_cls: 2.6552, loss: 2.6552 2023-12-24 20:19:27,876 - pyskl - INFO - Epoch [5][1500/2353] lr: 2.494e-02, eta: 21:58:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6881, top5_acc: 0.9419, loss_cls: 2.5896, loss: 2.5896 2023-12-24 20:19:50,521 - pyskl - INFO - Epoch [5][1600/2353] lr: 2.494e-02, eta: 21:57:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7019, top5_acc: 0.9381, loss_cls: 2.6308, loss: 2.6308 2023-12-24 20:20:13,181 - pyskl - INFO - Epoch [5][1700/2353] lr: 2.494e-02, eta: 21:57:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7025, top5_acc: 0.9387, loss_cls: 2.6058, loss: 2.6058 2023-12-24 20:20:35,917 - pyskl - INFO - Epoch [5][1800/2353] lr: 2.494e-02, eta: 21:56:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7087, top5_acc: 0.9375, loss_cls: 2.6209, loss: 2.6209 2023-12-24 20:20:58,558 - pyskl - INFO - Epoch [5][1900/2353] lr: 2.494e-02, eta: 21:56:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6981, top5_acc: 0.9275, loss_cls: 2.6392, loss: 2.6392 2023-12-24 20:21:21,159 - pyskl - INFO - Epoch [5][2000/2353] lr: 2.494e-02, eta: 21:55:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6913, top5_acc: 0.9319, loss_cls: 2.6712, loss: 2.6712 2023-12-24 20:21:43,811 - pyskl - INFO - Epoch [5][2100/2353] lr: 2.493e-02, eta: 21:54:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7081, top5_acc: 0.9394, loss_cls: 2.5710, loss: 2.5710 2023-12-24 20:22:06,469 - pyskl - INFO - Epoch [5][2200/2353] lr: 2.493e-02, eta: 21:54:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7025, top5_acc: 0.9400, loss_cls: 2.6100, loss: 2.6100 2023-12-24 20:22:29,150 - pyskl - INFO - Epoch [5][2300/2353] lr: 2.493e-02, eta: 21:53:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6956, top5_acc: 0.9387, loss_cls: 2.6170, loss: 2.6170 2023-12-24 20:22:41,682 - pyskl - INFO - Saving checkpoint at 5 epochs 2023-12-24 20:24:10,578 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 20:24:10,659 - pyskl - INFO - top1_acc 0.7541 top5_acc 0.9600 2023-12-24 20:24:10,663 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_4.pth was removed 2023-12-24 20:24:10,823 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2023-12-24 20:24:10,823 - pyskl - INFO - Best top1_acc is 0.7541 at 5 epoch. 2023-12-24 20:24:10,831 - pyskl - INFO - Epoch(val) [5][1184] top1_acc: 0.7541, top5_acc: 0.9600 2023-12-24 20:24:52,593 - pyskl - INFO - Epoch [6][100/2353] lr: 2.493e-02, eta: 21:56:02, time: 0.418, data_time: 0.190, memory: 6525, top1_acc: 0.6894, top5_acc: 0.9394, loss_cls: 2.6356, loss: 2.6356 2023-12-24 20:25:15,305 - pyskl - INFO - Epoch [6][200/2353] lr: 2.493e-02, eta: 21:55:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6994, top5_acc: 0.9450, loss_cls: 2.6012, loss: 2.6012 2023-12-24 20:25:37,964 - pyskl - INFO - Epoch [6][300/2353] lr: 2.493e-02, eta: 21:54:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7019, top5_acc: 0.9394, loss_cls: 2.5855, loss: 2.5855 2023-12-24 20:26:00,750 - pyskl - INFO - Epoch [6][400/2353] lr: 2.493e-02, eta: 21:54:17, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7200, top5_acc: 0.9469, loss_cls: 2.5485, loss: 2.5485 2023-12-24 20:26:23,411 - pyskl - INFO - Epoch [6][500/2353] lr: 2.493e-02, eta: 21:53:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7100, top5_acc: 0.9413, loss_cls: 2.5820, loss: 2.5820 2023-12-24 20:26:46,042 - pyskl - INFO - Epoch [6][600/2353] lr: 2.492e-02, eta: 21:53:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7350, top5_acc: 0.9525, loss_cls: 2.4963, loss: 2.4963 2023-12-24 20:27:08,754 - pyskl - INFO - Epoch [6][700/2353] lr: 2.492e-02, eta: 21:52:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6925, top5_acc: 0.9344, loss_cls: 2.6432, loss: 2.6432 2023-12-24 20:27:31,415 - pyskl - INFO - Epoch [6][800/2353] lr: 2.492e-02, eta: 21:51:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6931, top5_acc: 0.9444, loss_cls: 2.5910, loss: 2.5910 2023-12-24 20:27:54,061 - pyskl - INFO - Epoch [6][900/2353] lr: 2.492e-02, eta: 21:51:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7081, top5_acc: 0.9350, loss_cls: 2.6206, loss: 2.6206 2023-12-24 20:28:16,721 - pyskl - INFO - Epoch [6][1000/2353] lr: 2.492e-02, eta: 21:50:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7081, top5_acc: 0.9413, loss_cls: 2.5641, loss: 2.5641 2023-12-24 20:28:39,417 - pyskl - INFO - Epoch [6][1100/2353] lr: 2.492e-02, eta: 21:50:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7044, top5_acc: 0.9381, loss_cls: 2.6092, loss: 2.6092 2023-12-24 20:29:02,134 - pyskl - INFO - Epoch [6][1200/2353] lr: 2.492e-02, eta: 21:49:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7056, top5_acc: 0.9456, loss_cls: 2.5662, loss: 2.5662 2023-12-24 20:29:24,803 - pyskl - INFO - Epoch [6][1300/2353] lr: 2.492e-02, eta: 21:48:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7081, top5_acc: 0.9406, loss_cls: 2.5719, loss: 2.5719 2023-12-24 20:29:47,365 - pyskl - INFO - Epoch [6][1400/2353] lr: 2.491e-02, eta: 21:48:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7031, top5_acc: 0.9381, loss_cls: 2.5767, loss: 2.5767 2023-12-24 20:30:10,047 - pyskl - INFO - Epoch [6][1500/2353] lr: 2.491e-02, eta: 21:47:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7075, top5_acc: 0.9375, loss_cls: 2.5657, loss: 2.5657 2023-12-24 20:30:32,865 - pyskl - INFO - Epoch [6][1600/2353] lr: 2.491e-02, eta: 21:47:17, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7181, top5_acc: 0.9431, loss_cls: 2.5584, loss: 2.5584 2023-12-24 20:30:55,556 - pyskl - INFO - Epoch [6][1700/2353] lr: 2.491e-02, eta: 21:46:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7288, top5_acc: 0.9494, loss_cls: 2.5058, loss: 2.5058 2023-12-24 20:31:18,241 - pyskl - INFO - Epoch [6][1800/2353] lr: 2.491e-02, eta: 21:46:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7000, top5_acc: 0.9437, loss_cls: 2.5962, loss: 2.5962 2023-12-24 20:31:41,026 - pyskl - INFO - Epoch [6][1900/2353] lr: 2.491e-02, eta: 21:45:40, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7050, top5_acc: 0.9387, loss_cls: 2.5930, loss: 2.5930 2023-12-24 20:32:03,640 - pyskl - INFO - Epoch [6][2000/2353] lr: 2.491e-02, eta: 21:45:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7019, top5_acc: 0.9431, loss_cls: 2.5657, loss: 2.5657 2023-12-24 20:32:26,292 - pyskl - INFO - Epoch [6][2100/2353] lr: 2.490e-02, eta: 21:44:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7212, top5_acc: 0.9531, loss_cls: 2.5406, loss: 2.5406 2023-12-24 20:32:48,946 - pyskl - INFO - Epoch [6][2200/2353] lr: 2.490e-02, eta: 21:43:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6844, top5_acc: 0.9400, loss_cls: 2.6245, loss: 2.6245 2023-12-24 20:33:11,634 - pyskl - INFO - Epoch [6][2300/2353] lr: 2.490e-02, eta: 21:43:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7106, top5_acc: 0.9450, loss_cls: 2.5586, loss: 2.5586 2023-12-24 20:33:24,393 - pyskl - INFO - Saving checkpoint at 6 epochs 2023-12-24 20:34:53,115 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 20:34:53,197 - pyskl - INFO - top1_acc 0.7521 top5_acc 0.9621 2023-12-24 20:34:53,201 - pyskl - INFO - Epoch(val) [6][1184] top1_acc: 0.7521, top5_acc: 0.9621 2023-12-24 20:35:34,777 - pyskl - INFO - Epoch [7][100/2353] lr: 2.490e-02, eta: 21:45:19, time: 0.416, data_time: 0.189, memory: 6525, top1_acc: 0.7200, top5_acc: 0.9487, loss_cls: 2.5382, loss: 2.5382 2023-12-24 20:35:57,495 - pyskl - INFO - Epoch [7][200/2353] lr: 2.490e-02, eta: 21:44:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7269, top5_acc: 0.9481, loss_cls: 2.5151, loss: 2.5151 2023-12-24 20:36:20,158 - pyskl - INFO - Epoch [7][300/2353] lr: 2.490e-02, eta: 21:44:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7194, top5_acc: 0.9375, loss_cls: 2.5472, loss: 2.5472 2023-12-24 20:36:42,895 - pyskl - INFO - Epoch [7][400/2353] lr: 2.490e-02, eta: 21:43:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7006, top5_acc: 0.9506, loss_cls: 2.5705, loss: 2.5705 2023-12-24 20:37:05,616 - pyskl - INFO - Epoch [7][500/2353] lr: 2.489e-02, eta: 21:43:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7169, top5_acc: 0.9431, loss_cls: 2.5586, loss: 2.5586 2023-12-24 20:37:28,471 - pyskl - INFO - Epoch [7][600/2353] lr: 2.489e-02, eta: 21:42:39, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.7469, top5_acc: 0.9531, loss_cls: 2.4750, loss: 2.4750 2023-12-24 20:37:51,104 - pyskl - INFO - Epoch [7][700/2353] lr: 2.489e-02, eta: 21:42:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7000, top5_acc: 0.9319, loss_cls: 2.6131, loss: 2.6131 2023-12-24 20:38:13,828 - pyskl - INFO - Epoch [7][800/2353] lr: 2.489e-02, eta: 21:41:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7031, top5_acc: 0.9500, loss_cls: 2.5875, loss: 2.5875 2023-12-24 20:38:36,503 - pyskl - INFO - Epoch [7][900/2353] lr: 2.489e-02, eta: 21:41:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7244, top5_acc: 0.9463, loss_cls: 2.5583, loss: 2.5583 2023-12-24 20:38:59,267 - pyskl - INFO - Epoch [7][1000/2353] lr: 2.489e-02, eta: 21:40:30, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.6925, top5_acc: 0.9494, loss_cls: 2.5906, loss: 2.5906 2023-12-24 20:39:22,003 - pyskl - INFO - Epoch [7][1100/2353] lr: 2.489e-02, eta: 21:39:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7106, top5_acc: 0.9444, loss_cls: 2.5278, loss: 2.5278 2023-12-24 20:39:44,735 - pyskl - INFO - Epoch [7][1200/2353] lr: 2.488e-02, eta: 21:39:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7194, top5_acc: 0.9537, loss_cls: 2.4995, loss: 2.4995 2023-12-24 20:40:07,486 - pyskl - INFO - Epoch [7][1300/2353] lr: 2.488e-02, eta: 21:38:57, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7063, top5_acc: 0.9400, loss_cls: 2.6115, loss: 2.6115 2023-12-24 20:40:30,212 - pyskl - INFO - Epoch [7][1400/2353] lr: 2.488e-02, eta: 21:38:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7269, top5_acc: 0.9450, loss_cls: 2.5255, loss: 2.5255 2023-12-24 20:40:52,974 - pyskl - INFO - Epoch [7][1500/2353] lr: 2.488e-02, eta: 21:37:56, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7119, top5_acc: 0.9444, loss_cls: 2.5155, loss: 2.5155 2023-12-24 20:41:15,681 - pyskl - INFO - Epoch [7][1600/2353] lr: 2.488e-02, eta: 21:37:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7113, top5_acc: 0.9381, loss_cls: 2.5670, loss: 2.5670 2023-12-24 20:41:38,442 - pyskl - INFO - Epoch [7][1700/2353] lr: 2.488e-02, eta: 21:36:55, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.6987, top5_acc: 0.9500, loss_cls: 2.6159, loss: 2.6159 2023-12-24 20:42:01,002 - pyskl - INFO - Epoch [7][1800/2353] lr: 2.487e-02, eta: 21:36:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7388, top5_acc: 0.9456, loss_cls: 2.4970, loss: 2.4970 2023-12-24 20:42:23,607 - pyskl - INFO - Epoch [7][1900/2353] lr: 2.487e-02, eta: 21:35:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7156, top5_acc: 0.9250, loss_cls: 2.6057, loss: 2.6057 2023-12-24 20:42:46,322 - pyskl - INFO - Epoch [7][2000/2353] lr: 2.487e-02, eta: 21:35:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7462, top5_acc: 0.9563, loss_cls: 2.4526, loss: 2.4526 2023-12-24 20:43:09,049 - pyskl - INFO - Epoch [7][2100/2353] lr: 2.487e-02, eta: 21:34:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7350, top5_acc: 0.9531, loss_cls: 2.5080, loss: 2.5080 2023-12-24 20:43:31,606 - pyskl - INFO - Epoch [7][2200/2353] lr: 2.487e-02, eta: 21:34:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7113, top5_acc: 0.9525, loss_cls: 2.5531, loss: 2.5531 2023-12-24 20:43:54,344 - pyskl - INFO - Epoch [7][2300/2353] lr: 2.487e-02, eta: 21:33:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7113, top5_acc: 0.9425, loss_cls: 2.5746, loss: 2.5746 2023-12-24 20:44:06,894 - pyskl - INFO - Saving checkpoint at 7 epochs 2023-12-24 20:45:35,775 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 20:45:35,862 - pyskl - INFO - top1_acc 0.7541 top5_acc 0.9654 2023-12-24 20:45:35,867 - pyskl - INFO - Epoch(val) [7][1184] top1_acc: 0.7541, top5_acc: 0.9654 2023-12-24 20:46:17,732 - pyskl - INFO - Epoch [8][100/2353] lr: 2.486e-02, eta: 21:35:21, time: 0.419, data_time: 0.192, memory: 6525, top1_acc: 0.7456, top5_acc: 0.9481, loss_cls: 2.4714, loss: 2.4714 2023-12-24 20:46:40,333 - pyskl - INFO - Epoch [8][200/2353] lr: 2.486e-02, eta: 21:34:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7294, top5_acc: 0.9456, loss_cls: 2.5226, loss: 2.5226 2023-12-24 20:47:02,943 - pyskl - INFO - Epoch [8][300/2353] lr: 2.486e-02, eta: 21:34:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7419, top5_acc: 0.9475, loss_cls: 2.4774, loss: 2.4774 2023-12-24 20:47:25,633 - pyskl - INFO - Epoch [8][400/2353] lr: 2.486e-02, eta: 21:33:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7156, top5_acc: 0.9519, loss_cls: 2.5144, loss: 2.5144 2023-12-24 20:47:48,271 - pyskl - INFO - Epoch [8][500/2353] lr: 2.486e-02, eta: 21:33:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7019, top5_acc: 0.9469, loss_cls: 2.5818, loss: 2.5818 2023-12-24 20:48:10,858 - pyskl - INFO - Epoch [8][600/2353] lr: 2.486e-02, eta: 21:32:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7212, top5_acc: 0.9487, loss_cls: 2.5340, loss: 2.5340 2023-12-24 20:48:33,472 - pyskl - INFO - Epoch [8][700/2353] lr: 2.485e-02, eta: 21:32:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7388, top5_acc: 0.9500, loss_cls: 2.5133, loss: 2.5133 2023-12-24 20:48:56,010 - pyskl - INFO - Epoch [8][800/2353] lr: 2.485e-02, eta: 21:31:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7219, top5_acc: 0.9487, loss_cls: 2.5270, loss: 2.5270 2023-12-24 20:49:18,621 - pyskl - INFO - Epoch [8][900/2353] lr: 2.485e-02, eta: 21:31:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7262, top5_acc: 0.9463, loss_cls: 2.5329, loss: 2.5329 2023-12-24 20:49:41,259 - pyskl - INFO - Epoch [8][1000/2353] lr: 2.485e-02, eta: 21:30:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7256, top5_acc: 0.9431, loss_cls: 2.5328, loss: 2.5328 2023-12-24 20:50:03,949 - pyskl - INFO - Epoch [8][1100/2353] lr: 2.485e-02, eta: 21:29:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7256, top5_acc: 0.9400, loss_cls: 2.5197, loss: 2.5197 2023-12-24 20:50:26,563 - pyskl - INFO - Epoch [8][1200/2353] lr: 2.485e-02, eta: 21:29:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7169, top5_acc: 0.9569, loss_cls: 2.5235, loss: 2.5235 2023-12-24 20:50:49,205 - pyskl - INFO - Epoch [8][1300/2353] lr: 2.484e-02, eta: 21:28:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7225, top5_acc: 0.9481, loss_cls: 2.5449, loss: 2.5449 2023-12-24 20:51:11,928 - pyskl - INFO - Epoch [8][1400/2353] lr: 2.484e-02, eta: 21:28:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7444, top5_acc: 0.9619, loss_cls: 2.4566, loss: 2.4566 2023-12-24 20:51:34,659 - pyskl - INFO - Epoch [8][1500/2353] lr: 2.484e-02, eta: 21:27:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7550, top5_acc: 0.9494, loss_cls: 2.4435, loss: 2.4435 2023-12-24 20:51:57,194 - pyskl - INFO - Epoch [8][1600/2353] lr: 2.484e-02, eta: 21:27:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7294, top5_acc: 0.9519, loss_cls: 2.5165, loss: 2.5165 2023-12-24 20:52:19,805 - pyskl - INFO - Epoch [8][1700/2353] lr: 2.484e-02, eta: 21:26:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7444, top5_acc: 0.9494, loss_cls: 2.4460, loss: 2.4460 2023-12-24 20:52:42,410 - pyskl - INFO - Epoch [8][1800/2353] lr: 2.484e-02, eta: 21:26:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7294, top5_acc: 0.9450, loss_cls: 2.5221, loss: 2.5221 2023-12-24 20:53:05,082 - pyskl - INFO - Epoch [8][1900/2353] lr: 2.483e-02, eta: 21:25:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7163, top5_acc: 0.9469, loss_cls: 2.5465, loss: 2.5465 2023-12-24 20:53:27,658 - pyskl - INFO - Epoch [8][2000/2353] lr: 2.483e-02, eta: 21:25:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7188, top5_acc: 0.9513, loss_cls: 2.5127, loss: 2.5127 2023-12-24 20:53:50,181 - pyskl - INFO - Epoch [8][2100/2353] lr: 2.483e-02, eta: 21:24:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7325, top5_acc: 0.9481, loss_cls: 2.5094, loss: 2.5094 2023-12-24 20:54:12,875 - pyskl - INFO - Epoch [8][2200/2353] lr: 2.483e-02, eta: 21:24:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7306, top5_acc: 0.9506, loss_cls: 2.5064, loss: 2.5064 2023-12-24 20:54:35,507 - pyskl - INFO - Epoch [8][2300/2353] lr: 2.483e-02, eta: 21:23:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7131, top5_acc: 0.9469, loss_cls: 2.5201, loss: 2.5201 2023-12-24 20:54:48,081 - pyskl - INFO - Saving checkpoint at 8 epochs 2023-12-24 20:56:16,909 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 20:56:16,989 - pyskl - INFO - top1_acc 0.7449 top5_acc 0.9470 2023-12-24 20:56:16,993 - pyskl - INFO - Epoch(val) [8][1184] top1_acc: 0.7449, top5_acc: 0.9470 2023-12-24 20:56:58,816 - pyskl - INFO - Epoch [9][100/2353] lr: 2.482e-02, eta: 21:25:06, time: 0.418, data_time: 0.191, memory: 6525, top1_acc: 0.7194, top5_acc: 0.9475, loss_cls: 2.4798, loss: 2.4798 2023-12-24 20:57:21,389 - pyskl - INFO - Epoch [9][200/2353] lr: 2.482e-02, eta: 21:24:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7344, top5_acc: 0.9544, loss_cls: 2.4564, loss: 2.4564 2023-12-24 20:57:44,170 - pyskl - INFO - Epoch [9][300/2353] lr: 2.482e-02, eta: 21:24:05, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7344, top5_acc: 0.9450, loss_cls: 2.4876, loss: 2.4876 2023-12-24 20:58:06,833 - pyskl - INFO - Epoch [9][400/2353] lr: 2.482e-02, eta: 21:23:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7356, top5_acc: 0.9506, loss_cls: 2.4875, loss: 2.4875 2023-12-24 20:58:29,573 - pyskl - INFO - Epoch [9][500/2353] lr: 2.482e-02, eta: 21:23:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7144, top5_acc: 0.9406, loss_cls: 2.5410, loss: 2.5410 2023-12-24 20:58:52,320 - pyskl - INFO - Epoch [9][600/2353] lr: 2.481e-02, eta: 21:22:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7412, top5_acc: 0.9506, loss_cls: 2.4541, loss: 2.4541 2023-12-24 20:59:15,075 - pyskl - INFO - Epoch [9][700/2353] lr: 2.481e-02, eta: 21:22:09, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7306, top5_acc: 0.9556, loss_cls: 2.4957, loss: 2.4957 2023-12-24 20:59:37,798 - pyskl - INFO - Epoch [9][800/2353] lr: 2.481e-02, eta: 21:21:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7294, top5_acc: 0.9537, loss_cls: 2.4672, loss: 2.4672 2023-12-24 21:00:00,501 - pyskl - INFO - Epoch [9][900/2353] lr: 2.481e-02, eta: 21:21:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7506, top5_acc: 0.9575, loss_cls: 2.4430, loss: 2.4430 2023-12-24 21:00:23,213 - pyskl - INFO - Epoch [9][1000/2353] lr: 2.481e-02, eta: 21:20:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7500, top5_acc: 0.9550, loss_cls: 2.4520, loss: 2.4520 2023-12-24 21:00:45,796 - pyskl - INFO - Epoch [9][1100/2353] lr: 2.480e-02, eta: 21:20:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7444, top5_acc: 0.9531, loss_cls: 2.4903, loss: 2.4903 2023-12-24 21:01:08,449 - pyskl - INFO - Epoch [9][1200/2353] lr: 2.480e-02, eta: 21:19:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7369, top5_acc: 0.9450, loss_cls: 2.5199, loss: 2.5199 2023-12-24 21:01:31,163 - pyskl - INFO - Epoch [9][1300/2353] lr: 2.480e-02, eta: 21:19:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7381, top5_acc: 0.9500, loss_cls: 2.4693, loss: 2.4693 2023-12-24 21:01:53,925 - pyskl - INFO - Epoch [9][1400/2353] lr: 2.480e-02, eta: 21:18:43, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7325, top5_acc: 0.9475, loss_cls: 2.4637, loss: 2.4637 2023-12-24 21:02:16,665 - pyskl - INFO - Epoch [9][1500/2353] lr: 2.480e-02, eta: 21:18:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7325, top5_acc: 0.9469, loss_cls: 2.5088, loss: 2.5088 2023-12-24 21:02:39,297 - pyskl - INFO - Epoch [9][1600/2353] lr: 2.479e-02, eta: 21:17:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7462, top5_acc: 0.9606, loss_cls: 2.4330, loss: 2.4330 2023-12-24 21:03:01,976 - pyskl - INFO - Epoch [9][1700/2353] lr: 2.479e-02, eta: 21:17:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7288, top5_acc: 0.9544, loss_cls: 2.4977, loss: 2.4977 2023-12-24 21:03:24,799 - pyskl - INFO - Epoch [9][1800/2353] lr: 2.479e-02, eta: 21:16:49, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7356, top5_acc: 0.9531, loss_cls: 2.4723, loss: 2.4723 2023-12-24 21:03:47,424 - pyskl - INFO - Epoch [9][1900/2353] lr: 2.479e-02, eta: 21:16:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7231, top5_acc: 0.9394, loss_cls: 2.5441, loss: 2.5441 2023-12-24 21:04:10,032 - pyskl - INFO - Epoch [9][2000/2353] lr: 2.479e-02, eta: 21:15:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7394, top5_acc: 0.9481, loss_cls: 2.5120, loss: 2.5120 2023-12-24 21:04:32,741 - pyskl - INFO - Epoch [9][2100/2353] lr: 2.478e-02, eta: 21:15:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7338, top5_acc: 0.9619, loss_cls: 2.4552, loss: 2.4552 2023-12-24 21:04:55,421 - pyskl - INFO - Epoch [9][2200/2353] lr: 2.478e-02, eta: 21:14:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7288, top5_acc: 0.9519, loss_cls: 2.4949, loss: 2.4949 2023-12-24 21:05:18,057 - pyskl - INFO - Epoch [9][2300/2353] lr: 2.478e-02, eta: 21:14:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7556, top5_acc: 0.9425, loss_cls: 2.4606, loss: 2.4606 2023-12-24 21:05:30,601 - pyskl - INFO - Saving checkpoint at 9 epochs 2023-12-24 21:06:59,361 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 21:06:59,451 - pyskl - INFO - top1_acc 0.7676 top5_acc 0.9691 2023-12-24 21:06:59,456 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_5.pth was removed 2023-12-24 21:06:59,598 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. 2023-12-24 21:06:59,598 - pyskl - INFO - Best top1_acc is 0.7676 at 9 epoch. 2023-12-24 21:06:59,603 - pyskl - INFO - Epoch(val) [9][1184] top1_acc: 0.7676, top5_acc: 0.9691 2023-12-24 21:07:41,898 - pyskl - INFO - Epoch [10][100/2353] lr: 2.478e-02, eta: 21:15:37, time: 0.423, data_time: 0.195, memory: 6525, top1_acc: 0.7444, top5_acc: 0.9537, loss_cls: 2.4641, loss: 2.4641 2023-12-24 21:08:04,524 - pyskl - INFO - Epoch [10][200/2353] lr: 2.477e-02, eta: 21:15:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7469, top5_acc: 0.9619, loss_cls: 2.4520, loss: 2.4520 2023-12-24 21:08:27,137 - pyskl - INFO - Epoch [10][300/2353] lr: 2.477e-02, eta: 21:14:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 2.4403, loss: 2.4403 2023-12-24 21:08:49,743 - pyskl - INFO - Epoch [10][400/2353] lr: 2.477e-02, eta: 21:14:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7306, top5_acc: 0.9575, loss_cls: 2.4878, loss: 2.4878 2023-12-24 21:09:12,462 - pyskl - INFO - Epoch [10][500/2353] lr: 2.477e-02, eta: 21:13:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7219, top5_acc: 0.9594, loss_cls: 2.4668, loss: 2.4668 2023-12-24 21:09:35,214 - pyskl - INFO - Epoch [10][600/2353] lr: 2.477e-02, eta: 21:13:10, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7656, top5_acc: 0.9637, loss_cls: 2.3982, loss: 2.3982 2023-12-24 21:09:57,914 - pyskl - INFO - Epoch [10][700/2353] lr: 2.476e-02, eta: 21:12:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7488, top5_acc: 0.9594, loss_cls: 2.4216, loss: 2.4216 2023-12-24 21:10:20,567 - pyskl - INFO - Epoch [10][800/2353] lr: 2.476e-02, eta: 21:12:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 2.4359, loss: 2.4359 2023-12-24 21:10:43,346 - pyskl - INFO - Epoch [10][900/2353] lr: 2.476e-02, eta: 21:11:45, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7406, top5_acc: 0.9556, loss_cls: 2.4286, loss: 2.4286 2023-12-24 21:11:06,076 - pyskl - INFO - Epoch [10][1000/2353] lr: 2.476e-02, eta: 21:11:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7419, top5_acc: 0.9537, loss_cls: 2.4766, loss: 2.4766 2023-12-24 21:11:28,760 - pyskl - INFO - Epoch [10][1100/2353] lr: 2.476e-02, eta: 21:10:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7388, top5_acc: 0.9569, loss_cls: 2.4634, loss: 2.4634 2023-12-24 21:11:51,490 - pyskl - INFO - Epoch [10][1200/2353] lr: 2.475e-02, eta: 21:10:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7400, top5_acc: 0.9519, loss_cls: 2.4610, loss: 2.4610 2023-12-24 21:12:14,114 - pyskl - INFO - Epoch [10][1300/2353] lr: 2.475e-02, eta: 21:09:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7369, top5_acc: 0.9419, loss_cls: 2.4774, loss: 2.4774 2023-12-24 21:12:36,769 - pyskl - INFO - Epoch [10][1400/2353] lr: 2.475e-02, eta: 21:09:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7275, top5_acc: 0.9513, loss_cls: 2.4971, loss: 2.4971 2023-12-24 21:12:59,369 - pyskl - INFO - Epoch [10][1500/2353] lr: 2.475e-02, eta: 21:08:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7500, top5_acc: 0.9444, loss_cls: 2.4769, loss: 2.4769 2023-12-24 21:13:21,993 - pyskl - INFO - Epoch [10][1600/2353] lr: 2.474e-02, eta: 21:08:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7294, top5_acc: 0.9487, loss_cls: 2.4799, loss: 2.4799 2023-12-24 21:13:44,664 - pyskl - INFO - Epoch [10][1700/2353] lr: 2.474e-02, eta: 21:07:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7594, top5_acc: 0.9544, loss_cls: 2.4295, loss: 2.4295 2023-12-24 21:14:07,312 - pyskl - INFO - Epoch [10][1800/2353] lr: 2.474e-02, eta: 21:07:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7375, top5_acc: 0.9531, loss_cls: 2.5058, loss: 2.5058 2023-12-24 21:14:30,012 - pyskl - INFO - Epoch [10][1900/2353] lr: 2.474e-02, eta: 21:06:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7188, top5_acc: 0.9431, loss_cls: 2.5202, loss: 2.5202 2023-12-24 21:14:52,570 - pyskl - INFO - Epoch [10][2000/2353] lr: 2.473e-02, eta: 21:06:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 2.4481, loss: 2.4481 2023-12-24 21:15:15,094 - pyskl - INFO - Epoch [10][2100/2353] lr: 2.473e-02, eta: 21:05:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7394, top5_acc: 0.9437, loss_cls: 2.4730, loss: 2.4730 2023-12-24 21:15:37,816 - pyskl - INFO - Epoch [10][2200/2353] lr: 2.473e-02, eta: 21:05:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7581, top5_acc: 0.9469, loss_cls: 2.4614, loss: 2.4614 2023-12-24 21:16:00,569 - pyskl - INFO - Epoch [10][2300/2353] lr: 2.473e-02, eta: 21:05:03, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7344, top5_acc: 0.9575, loss_cls: 2.4633, loss: 2.4633 2023-12-24 21:16:13,148 - pyskl - INFO - Saving checkpoint at 10 epochs 2023-12-24 21:17:42,223 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 21:17:42,304 - pyskl - INFO - top1_acc 0.7373 top5_acc 0.9465 2023-12-24 21:17:42,309 - pyskl - INFO - Epoch(val) [10][1184] top1_acc: 0.7373, top5_acc: 0.9465 2023-12-24 21:18:24,128 - pyskl - INFO - Epoch [11][100/2353] lr: 2.472e-02, eta: 21:05:59, time: 0.418, data_time: 0.192, memory: 6525, top1_acc: 0.7625, top5_acc: 0.9650, loss_cls: 2.3737, loss: 2.3737 2023-12-24 21:18:46,708 - pyskl - INFO - Epoch [11][200/2353] lr: 2.472e-02, eta: 21:05:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9500, loss_cls: 2.3983, loss: 2.3983 2023-12-24 21:19:09,633 - pyskl - INFO - Epoch [11][300/2353] lr: 2.472e-02, eta: 21:05:04, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.7481, top5_acc: 0.9663, loss_cls: 2.4363, loss: 2.4363 2023-12-24 21:19:32,329 - pyskl - INFO - Epoch [11][400/2353] lr: 2.472e-02, eta: 21:04:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7362, top5_acc: 0.9537, loss_cls: 2.4882, loss: 2.4882 2023-12-24 21:19:55,012 - pyskl - INFO - Epoch [11][500/2353] lr: 2.472e-02, eta: 21:04:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7306, top5_acc: 0.9525, loss_cls: 2.4725, loss: 2.4725 2023-12-24 21:20:17,596 - pyskl - INFO - Epoch [11][600/2353] lr: 2.471e-02, eta: 21:03:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7462, top5_acc: 0.9537, loss_cls: 2.4546, loss: 2.4546 2023-12-24 21:20:40,253 - pyskl - INFO - Epoch [11][700/2353] lr: 2.471e-02, eta: 21:03:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 2.3530, loss: 2.3530 2023-12-24 21:21:02,999 - pyskl - INFO - Epoch [11][800/2353] lr: 2.471e-02, eta: 21:02:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7512, top5_acc: 0.9525, loss_cls: 2.4307, loss: 2.4307 2023-12-24 21:21:25,559 - pyskl - INFO - Epoch [11][900/2353] lr: 2.471e-02, eta: 21:02:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7194, top5_acc: 0.9487, loss_cls: 2.5347, loss: 2.5347 2023-12-24 21:21:48,298 - pyskl - INFO - Epoch [11][1000/2353] lr: 2.470e-02, eta: 21:01:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7438, top5_acc: 0.9487, loss_cls: 2.4934, loss: 2.4934 2023-12-24 21:22:11,021 - pyskl - INFO - Epoch [11][1100/2353] lr: 2.470e-02, eta: 21:01:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7288, top5_acc: 0.9631, loss_cls: 2.4798, loss: 2.4798 2023-12-24 21:22:33,739 - pyskl - INFO - Epoch [11][1200/2353] lr: 2.470e-02, eta: 21:00:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7506, top5_acc: 0.9656, loss_cls: 2.4359, loss: 2.4359 2023-12-24 21:22:56,512 - pyskl - INFO - Epoch [11][1300/2353] lr: 2.470e-02, eta: 21:00:24, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7512, top5_acc: 0.9619, loss_cls: 2.4304, loss: 2.4304 2023-12-24 21:23:19,080 - pyskl - INFO - Epoch [11][1400/2353] lr: 2.469e-02, eta: 20:59:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7469, top5_acc: 0.9606, loss_cls: 2.4119, loss: 2.4119 2023-12-24 21:23:41,698 - pyskl - INFO - Epoch [11][1500/2353] lr: 2.469e-02, eta: 20:59:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7288, top5_acc: 0.9450, loss_cls: 2.5034, loss: 2.5034 2023-12-24 21:24:04,392 - pyskl - INFO - Epoch [11][1600/2353] lr: 2.469e-02, eta: 20:58:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7294, top5_acc: 0.9469, loss_cls: 2.5155, loss: 2.5155 2023-12-24 21:24:27,011 - pyskl - INFO - Epoch [11][1700/2353] lr: 2.469e-02, eta: 20:58:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7519, top5_acc: 0.9487, loss_cls: 2.4553, loss: 2.4553 2023-12-24 21:24:49,773 - pyskl - INFO - Epoch [11][1800/2353] lr: 2.468e-02, eta: 20:58:03, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7219, top5_acc: 0.9537, loss_cls: 2.5039, loss: 2.5039 2023-12-24 21:25:12,429 - pyskl - INFO - Epoch [11][1900/2353] lr: 2.468e-02, eta: 20:57:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7494, top5_acc: 0.9575, loss_cls: 2.4391, loss: 2.4391 2023-12-24 21:25:35,143 - pyskl - INFO - Epoch [11][2000/2353] lr: 2.468e-02, eta: 20:57:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7544, top5_acc: 0.9613, loss_cls: 2.4093, loss: 2.4093 2023-12-24 21:25:57,794 - pyskl - INFO - Epoch [11][2100/2353] lr: 2.468e-02, eta: 20:56:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7631, top5_acc: 0.9606, loss_cls: 2.3854, loss: 2.3854 2023-12-24 21:26:20,408 - pyskl - INFO - Epoch [11][2200/2353] lr: 2.467e-02, eta: 20:56:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7188, top5_acc: 0.9456, loss_cls: 2.4934, loss: 2.4934 2023-12-24 21:26:43,063 - pyskl - INFO - Epoch [11][2300/2353] lr: 2.467e-02, eta: 20:55:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 2.4384, loss: 2.4384 2023-12-24 21:26:55,790 - pyskl - INFO - Saving checkpoint at 11 epochs 2023-12-24 21:28:24,601 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 21:28:24,682 - pyskl - INFO - top1_acc 0.7874 top5_acc 0.9686 2023-12-24 21:28:24,687 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_9.pth was removed 2023-12-24 21:28:24,835 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. 2023-12-24 21:28:24,836 - pyskl - INFO - Best top1_acc is 0.7874 at 11 epoch. 2023-12-24 21:28:24,841 - pyskl - INFO - Epoch(val) [11][1184] top1_acc: 0.7874, top5_acc: 0.9686 2023-12-24 21:29:06,937 - pyskl - INFO - Epoch [12][100/2353] lr: 2.467e-02, eta: 20:56:34, time: 0.421, data_time: 0.194, memory: 6525, top1_acc: 0.7481, top5_acc: 0.9587, loss_cls: 2.4277, loss: 2.4277 2023-12-24 21:29:29,522 - pyskl - INFO - Epoch [12][200/2353] lr: 2.466e-02, eta: 20:56:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7719, top5_acc: 0.9625, loss_cls: 2.3767, loss: 2.3767 2023-12-24 21:29:52,262 - pyskl - INFO - Epoch [12][300/2353] lr: 2.466e-02, eta: 20:55:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7462, top5_acc: 0.9563, loss_cls: 2.4445, loss: 2.4445 2023-12-24 21:30:14,976 - pyskl - INFO - Epoch [12][400/2353] lr: 2.466e-02, eta: 20:55:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 2.3488, loss: 2.3488 2023-12-24 21:30:37,584 - pyskl - INFO - Epoch [12][500/2353] lr: 2.466e-02, eta: 20:54:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7519, top5_acc: 0.9513, loss_cls: 2.4320, loss: 2.4320 2023-12-24 21:31:00,221 - pyskl - INFO - Epoch [12][600/2353] lr: 2.465e-02, eta: 20:54:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7456, top5_acc: 0.9556, loss_cls: 2.4529, loss: 2.4529 2023-12-24 21:31:22,867 - pyskl - INFO - Epoch [12][700/2353] lr: 2.465e-02, eta: 20:53:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7506, top5_acc: 0.9637, loss_cls: 2.4379, loss: 2.4379 2023-12-24 21:31:45,578 - pyskl - INFO - Epoch [12][800/2353] lr: 2.465e-02, eta: 20:53:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7556, top5_acc: 0.9594, loss_cls: 2.4020, loss: 2.4020 2023-12-24 21:32:08,336 - pyskl - INFO - Epoch [12][900/2353] lr: 2.465e-02, eta: 20:52:52, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7756, top5_acc: 0.9681, loss_cls: 2.3555, loss: 2.3555 2023-12-24 21:32:31,101 - pyskl - INFO - Epoch [12][1000/2353] lr: 2.464e-02, eta: 20:52:26, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 2.4384, loss: 2.4384 2023-12-24 21:32:53,802 - pyskl - INFO - Epoch [12][1100/2353] lr: 2.464e-02, eta: 20:51:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 2.4171, loss: 2.4171 2023-12-24 21:33:16,517 - pyskl - INFO - Epoch [12][1200/2353] lr: 2.464e-02, eta: 20:51:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7581, top5_acc: 0.9613, loss_cls: 2.4116, loss: 2.4116 2023-12-24 21:33:39,069 - pyskl - INFO - Epoch [12][1300/2353] lr: 2.464e-02, eta: 20:51:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7338, top5_acc: 0.9506, loss_cls: 2.4588, loss: 2.4588 2023-12-24 21:34:01,673 - pyskl - INFO - Epoch [12][1400/2353] lr: 2.463e-02, eta: 20:50:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 2.3795, loss: 2.3795 2023-12-24 21:34:24,333 - pyskl - INFO - Epoch [12][1500/2353] lr: 2.463e-02, eta: 20:50:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7644, top5_acc: 0.9587, loss_cls: 2.3805, loss: 2.3805 2023-12-24 21:34:47,143 - pyskl - INFO - Epoch [12][1600/2353] lr: 2.463e-02, eta: 20:49:41, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7444, top5_acc: 0.9550, loss_cls: 2.4587, loss: 2.4587 2023-12-24 21:35:09,831 - pyskl - INFO - Epoch [12][1700/2353] lr: 2.463e-02, eta: 20:49:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7525, top5_acc: 0.9550, loss_cls: 2.4448, loss: 2.4448 2023-12-24 21:35:32,512 - pyskl - INFO - Epoch [12][1800/2353] lr: 2.462e-02, eta: 20:48:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 2.3987, loss: 2.3987 2023-12-24 21:35:55,305 - pyskl - INFO - Epoch [12][1900/2353] lr: 2.462e-02, eta: 20:48:21, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7656, top5_acc: 0.9487, loss_cls: 2.4295, loss: 2.4295 2023-12-24 21:36:18,038 - pyskl - INFO - Epoch [12][2000/2353] lr: 2.462e-02, eta: 20:47:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 2.4086, loss: 2.4086 2023-12-24 21:36:40,643 - pyskl - INFO - Epoch [12][2100/2353] lr: 2.461e-02, eta: 20:47:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9581, loss_cls: 2.4196, loss: 2.4196 2023-12-24 21:37:03,293 - pyskl - INFO - Epoch [12][2200/2353] lr: 2.461e-02, eta: 20:46:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7456, top5_acc: 0.9525, loss_cls: 2.4497, loss: 2.4497 2023-12-24 21:37:25,967 - pyskl - INFO - Epoch [12][2300/2353] lr: 2.461e-02, eta: 20:46:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7756, top5_acc: 0.9681, loss_cls: 2.3362, loss: 2.3362 2023-12-24 21:37:38,541 - pyskl - INFO - Saving checkpoint at 12 epochs 2023-12-24 21:39:07,548 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 21:39:07,633 - pyskl - INFO - top1_acc 0.7514 top5_acc 0.9618 2023-12-24 21:39:07,638 - pyskl - INFO - Epoch(val) [12][1184] top1_acc: 0.7514, top5_acc: 0.9618 2023-12-24 21:39:50,191 - pyskl - INFO - Epoch [13][100/2353] lr: 2.460e-02, eta: 20:47:20, time: 0.425, data_time: 0.197, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 2.3407, loss: 2.3407 2023-12-24 21:40:12,767 - pyskl - INFO - Epoch [13][200/2353] lr: 2.460e-02, eta: 20:46:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7644, top5_acc: 0.9519, loss_cls: 2.4137, loss: 2.4137 2023-12-24 21:40:35,370 - pyskl - INFO - Epoch [13][300/2353] lr: 2.460e-02, eta: 20:46:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9575, loss_cls: 2.3927, loss: 2.3927 2023-12-24 21:40:58,036 - pyskl - INFO - Epoch [13][400/2353] lr: 2.460e-02, eta: 20:45:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7444, top5_acc: 0.9544, loss_cls: 2.4336, loss: 2.4336 2023-12-24 21:41:20,749 - pyskl - INFO - Epoch [13][500/2353] lr: 2.459e-02, eta: 20:45:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7488, top5_acc: 0.9487, loss_cls: 2.4635, loss: 2.4635 2023-12-24 21:41:43,578 - pyskl - INFO - Epoch [13][600/2353] lr: 2.459e-02, eta: 20:45:04, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7538, top5_acc: 0.9544, loss_cls: 2.4384, loss: 2.4384 2023-12-24 21:42:06,214 - pyskl - INFO - Epoch [13][700/2353] lr: 2.459e-02, eta: 20:44:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7562, top5_acc: 0.9581, loss_cls: 2.4037, loss: 2.4037 2023-12-24 21:42:28,866 - pyskl - INFO - Epoch [13][800/2353] lr: 2.458e-02, eta: 20:44:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 2.4078, loss: 2.4078 2023-12-24 21:42:51,514 - pyskl - INFO - Epoch [13][900/2353] lr: 2.458e-02, eta: 20:43:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7475, top5_acc: 0.9556, loss_cls: 2.4342, loss: 2.4342 2023-12-24 21:43:14,152 - pyskl - INFO - Epoch [13][1000/2353] lr: 2.458e-02, eta: 20:43:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7575, top5_acc: 0.9563, loss_cls: 2.4205, loss: 2.4205 2023-12-24 21:43:36,805 - pyskl - INFO - Epoch [13][1100/2353] lr: 2.458e-02, eta: 20:42:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7438, top5_acc: 0.9587, loss_cls: 2.4181, loss: 2.4181 2023-12-24 21:43:59,457 - pyskl - INFO - Epoch [13][1200/2353] lr: 2.457e-02, eta: 20:42:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7469, top5_acc: 0.9544, loss_cls: 2.4496, loss: 2.4496 2023-12-24 21:44:22,028 - pyskl - INFO - Epoch [13][1300/2353] lr: 2.457e-02, eta: 20:41:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7269, top5_acc: 0.9494, loss_cls: 2.5191, loss: 2.5191 2023-12-24 21:44:44,709 - pyskl - INFO - Epoch [13][1400/2353] lr: 2.457e-02, eta: 20:41:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7638, top5_acc: 0.9650, loss_cls: 2.3991, loss: 2.3991 2023-12-24 21:45:07,396 - pyskl - INFO - Epoch [13][1500/2353] lr: 2.456e-02, eta: 20:40:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7450, top5_acc: 0.9600, loss_cls: 2.4292, loss: 2.4292 2023-12-24 21:45:30,127 - pyskl - INFO - Epoch [13][1600/2353] lr: 2.456e-02, eta: 20:40:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7569, top5_acc: 0.9625, loss_cls: 2.4280, loss: 2.4280 2023-12-24 21:45:52,702 - pyskl - INFO - Epoch [13][1700/2353] lr: 2.456e-02, eta: 20:40:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 2.3835, loss: 2.3835 2023-12-24 21:46:15,323 - pyskl - INFO - Epoch [13][1800/2353] lr: 2.456e-02, eta: 20:39:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7644, top5_acc: 0.9631, loss_cls: 2.3860, loss: 2.3860 2023-12-24 21:46:37,989 - pyskl - INFO - Epoch [13][1900/2353] lr: 2.455e-02, eta: 20:39:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7738, top5_acc: 0.9656, loss_cls: 2.3438, loss: 2.3438 2023-12-24 21:47:00,580 - pyskl - INFO - Epoch [13][2000/2353] lr: 2.455e-02, eta: 20:38:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 2.3786, loss: 2.3786 2023-12-24 21:47:23,231 - pyskl - INFO - Epoch [13][2100/2353] lr: 2.455e-02, eta: 20:38:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7419, top5_acc: 0.9656, loss_cls: 2.4121, loss: 2.4121 2023-12-24 21:47:45,969 - pyskl - INFO - Epoch [13][2200/2353] lr: 2.454e-02, eta: 20:37:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7494, top5_acc: 0.9513, loss_cls: 2.4571, loss: 2.4571 2023-12-24 21:48:08,625 - pyskl - INFO - Epoch [13][2300/2353] lr: 2.454e-02, eta: 20:37:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 2.3712, loss: 2.3712 2023-12-24 21:48:21,222 - pyskl - INFO - Saving checkpoint at 13 epochs 2023-12-24 21:49:50,340 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 21:49:50,424 - pyskl - INFO - top1_acc 0.7953 top5_acc 0.9729 2023-12-24 21:49:50,431 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_11.pth was removed 2023-12-24 21:49:50,605 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. 2023-12-24 21:49:50,606 - pyskl - INFO - Best top1_acc is 0.7953 at 13 epoch. 2023-12-24 21:49:50,611 - pyskl - INFO - Epoch(val) [13][1184] top1_acc: 0.7953, top5_acc: 0.9729 2023-12-24 21:50:32,476 - pyskl - INFO - Epoch [14][100/2353] lr: 2.454e-02, eta: 20:37:55, time: 0.419, data_time: 0.192, memory: 6525, top1_acc: 0.7556, top5_acc: 0.9575, loss_cls: 2.4158, loss: 2.4158 2023-12-24 21:50:55,145 - pyskl - INFO - Epoch [14][200/2353] lr: 2.453e-02, eta: 20:37:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7669, top5_acc: 0.9594, loss_cls: 2.3701, loss: 2.3701 2023-12-24 21:51:17,820 - pyskl - INFO - Epoch [14][300/2353] lr: 2.453e-02, eta: 20:37:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 2.3719, loss: 2.3719 2023-12-24 21:51:40,544 - pyskl - INFO - Epoch [14][400/2353] lr: 2.453e-02, eta: 20:36:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7612, top5_acc: 0.9613, loss_cls: 2.3966, loss: 2.3966 2023-12-24 21:52:03,212 - pyskl - INFO - Epoch [14][500/2353] lr: 2.452e-02, eta: 20:36:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 2.3518, loss: 2.3518 2023-12-24 21:52:25,832 - pyskl - INFO - Epoch [14][600/2353] lr: 2.452e-02, eta: 20:35:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7675, top5_acc: 0.9506, loss_cls: 2.3994, loss: 2.3994 2023-12-24 21:52:48,574 - pyskl - INFO - Epoch [14][700/2353] lr: 2.452e-02, eta: 20:35:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 2.4019, loss: 2.4019 2023-12-24 21:53:11,280 - pyskl - INFO - Epoch [14][800/2353] lr: 2.452e-02, eta: 20:34:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7562, top5_acc: 0.9587, loss_cls: 2.4057, loss: 2.4057 2023-12-24 21:53:33,875 - pyskl - INFO - Epoch [14][900/2353] lr: 2.451e-02, eta: 20:34:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7531, top5_acc: 0.9581, loss_cls: 2.4277, loss: 2.4277 2023-12-24 21:53:56,433 - pyskl - INFO - Epoch [14][1000/2353] lr: 2.451e-02, eta: 20:33:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7431, top5_acc: 0.9581, loss_cls: 2.4318, loss: 2.4318 2023-12-24 21:54:19,177 - pyskl - INFO - Epoch [14][1100/2353] lr: 2.451e-02, eta: 20:33:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 2.3592, loss: 2.3592 2023-12-24 21:54:41,853 - pyskl - INFO - Epoch [14][1200/2353] lr: 2.450e-02, eta: 20:32:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9575, loss_cls: 2.3869, loss: 2.3869 2023-12-24 21:55:04,553 - pyskl - INFO - Epoch [14][1300/2353] lr: 2.450e-02, eta: 20:32:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7469, top5_acc: 0.9613, loss_cls: 2.4463, loss: 2.4463 2023-12-24 21:55:27,158 - pyskl - INFO - Epoch [14][1400/2353] lr: 2.450e-02, eta: 20:32:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 2.3799, loss: 2.3799 2023-12-24 21:55:49,766 - pyskl - INFO - Epoch [14][1500/2353] lr: 2.449e-02, eta: 20:31:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 2.3512, loss: 2.3512 2023-12-24 21:56:12,496 - pyskl - INFO - Epoch [14][1600/2353] lr: 2.449e-02, eta: 20:31:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7644, top5_acc: 0.9587, loss_cls: 2.4035, loss: 2.4035 2023-12-24 21:56:35,147 - pyskl - INFO - Epoch [14][1700/2353] lr: 2.449e-02, eta: 20:30:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7494, top5_acc: 0.9581, loss_cls: 2.4184, loss: 2.4184 2023-12-24 21:56:57,713 - pyskl - INFO - Epoch [14][1800/2353] lr: 2.448e-02, eta: 20:30:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9688, loss_cls: 2.3429, loss: 2.3429 2023-12-24 21:57:20,374 - pyskl - INFO - Epoch [14][1900/2353] lr: 2.448e-02, eta: 20:29:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7506, top5_acc: 0.9525, loss_cls: 2.4402, loss: 2.4402 2023-12-24 21:57:43,031 - pyskl - INFO - Epoch [14][2000/2353] lr: 2.448e-02, eta: 20:29:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9650, loss_cls: 2.3394, loss: 2.3394 2023-12-24 21:58:05,589 - pyskl - INFO - Epoch [14][2100/2353] lr: 2.447e-02, eta: 20:28:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7656, top5_acc: 0.9575, loss_cls: 2.4139, loss: 2.4139 2023-12-24 21:58:28,270 - pyskl - INFO - Epoch [14][2200/2353] lr: 2.447e-02, eta: 20:28:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 2.4505, loss: 2.4505 2023-12-24 21:58:50,904 - pyskl - INFO - Epoch [14][2300/2353] lr: 2.447e-02, eta: 20:28:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7588, top5_acc: 0.9569, loss_cls: 2.4297, loss: 2.4297 2023-12-24 21:59:03,546 - pyskl - INFO - Saving checkpoint at 14 epochs 2023-12-24 22:00:32,333 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 22:00:32,416 - pyskl - INFO - top1_acc 0.7794 top5_acc 0.9673 2023-12-24 22:00:32,425 - pyskl - INFO - Epoch(val) [14][1184] top1_acc: 0.7794, top5_acc: 0.9673 2023-12-24 22:01:14,198 - pyskl - INFO - Epoch [15][100/2353] lr: 2.446e-02, eta: 20:28:31, time: 0.418, data_time: 0.190, memory: 6525, top1_acc: 0.7656, top5_acc: 0.9550, loss_cls: 2.3813, loss: 2.3813 2023-12-24 22:01:37,003 - pyskl - INFO - Epoch [15][200/2353] lr: 2.446e-02, eta: 20:28:06, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 2.3615, loss: 2.3615 2023-12-24 22:01:59,645 - pyskl - INFO - Epoch [15][300/2353] lr: 2.446e-02, eta: 20:27:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 2.3674, loss: 2.3674 2023-12-24 22:02:22,230 - pyskl - INFO - Epoch [15][400/2353] lr: 2.445e-02, eta: 20:27:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7719, top5_acc: 0.9669, loss_cls: 2.3552, loss: 2.3552 2023-12-24 22:02:44,773 - pyskl - INFO - Epoch [15][500/2353] lr: 2.445e-02, eta: 20:26:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 2.3435, loss: 2.3435 2023-12-24 22:03:07,494 - pyskl - INFO - Epoch [15][600/2353] lr: 2.445e-02, eta: 20:26:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7669, top5_acc: 0.9581, loss_cls: 2.3830, loss: 2.3830 2023-12-24 22:03:30,159 - pyskl - INFO - Epoch [15][700/2353] lr: 2.444e-02, eta: 20:25:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9525, loss_cls: 2.3857, loss: 2.3857 2023-12-24 22:03:52,806 - pyskl - INFO - Epoch [15][800/2353] lr: 2.444e-02, eta: 20:25:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 2.3774, loss: 2.3774 2023-12-24 22:04:15,483 - pyskl - INFO - Epoch [15][900/2353] lr: 2.444e-02, eta: 20:24:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7750, top5_acc: 0.9712, loss_cls: 2.3544, loss: 2.3544 2023-12-24 22:04:38,227 - pyskl - INFO - Epoch [15][1000/2353] lr: 2.443e-02, eta: 20:24:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7544, top5_acc: 0.9587, loss_cls: 2.4220, loss: 2.4220 2023-12-24 22:05:00,882 - pyskl - INFO - Epoch [15][1100/2353] lr: 2.443e-02, eta: 20:24:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7694, top5_acc: 0.9569, loss_cls: 2.4052, loss: 2.4052 2023-12-24 22:05:23,520 - pyskl - INFO - Epoch [15][1200/2353] lr: 2.443e-02, eta: 20:23:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7806, top5_acc: 0.9762, loss_cls: 2.3011, loss: 2.3011 2023-12-24 22:05:46,190 - pyskl - INFO - Epoch [15][1300/2353] lr: 2.442e-02, eta: 20:23:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 2.3965, loss: 2.3965 2023-12-24 22:06:08,882 - pyskl - INFO - Epoch [15][1400/2353] lr: 2.442e-02, eta: 20:22:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 2.3726, loss: 2.3726 2023-12-24 22:06:31,651 - pyskl - INFO - Epoch [15][1500/2353] lr: 2.442e-02, eta: 20:22:21, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7750, top5_acc: 0.9506, loss_cls: 2.3944, loss: 2.3944 2023-12-24 22:06:54,299 - pyskl - INFO - Epoch [15][1600/2353] lr: 2.441e-02, eta: 20:21:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9625, loss_cls: 2.3347, loss: 2.3347 2023-12-24 22:07:16,991 - pyskl - INFO - Epoch [15][1700/2353] lr: 2.441e-02, eta: 20:21:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 2.3350, loss: 2.3350 2023-12-24 22:07:39,685 - pyskl - INFO - Epoch [15][1800/2353] lr: 2.441e-02, eta: 20:21:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7494, top5_acc: 0.9556, loss_cls: 2.4126, loss: 2.4126 2023-12-24 22:08:02,335 - pyskl - INFO - Epoch [15][1900/2353] lr: 2.440e-02, eta: 20:20:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 2.3537, loss: 2.3537 2023-12-24 22:08:25,005 - pyskl - INFO - Epoch [15][2000/2353] lr: 2.440e-02, eta: 20:20:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7631, top5_acc: 0.9681, loss_cls: 2.4071, loss: 2.4071 2023-12-24 22:08:47,701 - pyskl - INFO - Epoch [15][2100/2353] lr: 2.440e-02, eta: 20:19:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7612, top5_acc: 0.9587, loss_cls: 2.3859, loss: 2.3859 2023-12-24 22:09:10,349 - pyskl - INFO - Epoch [15][2200/2353] lr: 2.439e-02, eta: 20:19:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7525, top5_acc: 0.9644, loss_cls: 2.4131, loss: 2.4131 2023-12-24 22:09:33,081 - pyskl - INFO - Epoch [15][2300/2353] lr: 2.439e-02, eta: 20:18:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7469, top5_acc: 0.9537, loss_cls: 2.4371, loss: 2.4371 2023-12-24 22:09:45,797 - pyskl - INFO - Saving checkpoint at 15 epochs 2023-12-24 22:11:15,101 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 22:11:15,184 - pyskl - INFO - top1_acc 0.5849 top5_acc 0.8789 2023-12-24 22:11:15,191 - pyskl - INFO - Epoch(val) [15][1184] top1_acc: 0.5849, top5_acc: 0.8789 2023-12-24 22:11:57,227 - pyskl - INFO - Epoch [16][100/2353] lr: 2.438e-02, eta: 20:19:18, time: 0.420, data_time: 0.194, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9613, loss_cls: 2.3147, loss: 2.3147 2023-12-24 22:12:19,805 - pyskl - INFO - Epoch [16][200/2353] lr: 2.438e-02, eta: 20:18:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 2.4071, loss: 2.4071 2023-12-24 22:12:42,451 - pyskl - INFO - Epoch [16][300/2353] lr: 2.438e-02, eta: 20:18:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 2.3266, loss: 2.3266 2023-12-24 22:13:05,146 - pyskl - INFO - Epoch [16][400/2353] lr: 2.437e-02, eta: 20:17:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 2.3226, loss: 2.3226 2023-12-24 22:13:27,865 - pyskl - INFO - Epoch [16][500/2353] lr: 2.437e-02, eta: 20:17:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 2.3775, loss: 2.3775 2023-12-24 22:13:50,513 - pyskl - INFO - Epoch [16][600/2353] lr: 2.437e-02, eta: 20:17:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7656, top5_acc: 0.9625, loss_cls: 2.4062, loss: 2.4062 2023-12-24 22:14:13,137 - pyskl - INFO - Epoch [16][700/2353] lr: 2.436e-02, eta: 20:16:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9669, loss_cls: 2.3250, loss: 2.3250 2023-12-24 22:14:35,836 - pyskl - INFO - Epoch [16][800/2353] lr: 2.436e-02, eta: 20:16:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 2.3120, loss: 2.3120 2023-12-24 22:14:58,457 - pyskl - INFO - Epoch [16][900/2353] lr: 2.436e-02, eta: 20:15:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 2.3704, loss: 2.3704 2023-12-24 22:15:21,042 - pyskl - INFO - Epoch [16][1000/2353] lr: 2.435e-02, eta: 20:15:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9675, loss_cls: 2.3374, loss: 2.3374 2023-12-24 22:15:43,674 - pyskl - INFO - Epoch [16][1100/2353] lr: 2.435e-02, eta: 20:14:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7638, top5_acc: 0.9587, loss_cls: 2.3960, loss: 2.3960 2023-12-24 22:16:06,215 - pyskl - INFO - Epoch [16][1200/2353] lr: 2.435e-02, eta: 20:14:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 2.3738, loss: 2.3738 2023-12-24 22:16:28,950 - pyskl - INFO - Epoch [16][1300/2353] lr: 2.434e-02, eta: 20:14:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9637, loss_cls: 2.3520, loss: 2.3520 2023-12-24 22:16:51,728 - pyskl - INFO - Epoch [16][1400/2353] lr: 2.434e-02, eta: 20:13:35, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9594, loss_cls: 2.3979, loss: 2.3979 2023-12-24 22:17:14,320 - pyskl - INFO - Epoch [16][1500/2353] lr: 2.434e-02, eta: 20:13:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7581, top5_acc: 0.9663, loss_cls: 2.3890, loss: 2.3890 2023-12-24 22:17:36,936 - pyskl - INFO - Epoch [16][1600/2353] lr: 2.433e-02, eta: 20:12:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7594, top5_acc: 0.9506, loss_cls: 2.4195, loss: 2.4195 2023-12-24 22:17:59,518 - pyskl - INFO - Epoch [16][1700/2353] lr: 2.433e-02, eta: 20:12:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7594, top5_acc: 0.9613, loss_cls: 2.3804, loss: 2.3804 2023-12-24 22:18:22,158 - pyskl - INFO - Epoch [16][1800/2353] lr: 2.432e-02, eta: 20:11:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 2.4043, loss: 2.4043 2023-12-24 22:18:44,885 - pyskl - INFO - Epoch [16][1900/2353] lr: 2.432e-02, eta: 20:11:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7844, top5_acc: 0.9650, loss_cls: 2.3259, loss: 2.3259 2023-12-24 22:19:07,610 - pyskl - INFO - Epoch [16][2000/2353] lr: 2.432e-02, eta: 20:10:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7606, top5_acc: 0.9587, loss_cls: 2.3973, loss: 2.3973 2023-12-24 22:19:30,265 - pyskl - INFO - Epoch [16][2100/2353] lr: 2.431e-02, eta: 20:10:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9644, loss_cls: 2.3620, loss: 2.3620 2023-12-24 22:19:52,874 - pyskl - INFO - Epoch [16][2200/2353] lr: 2.431e-02, eta: 20:10:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7500, top5_acc: 0.9613, loss_cls: 2.4113, loss: 2.4113 2023-12-24 22:20:15,579 - pyskl - INFO - Epoch [16][2300/2353] lr: 2.431e-02, eta: 20:09:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7825, top5_acc: 0.9675, loss_cls: 2.3376, loss: 2.3376 2023-12-24 22:20:28,302 - pyskl - INFO - Saving checkpoint at 16 epochs 2023-12-24 22:21:57,309 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 22:21:57,392 - pyskl - INFO - top1_acc 0.7796 top5_acc 0.9695 2023-12-24 22:21:57,397 - pyskl - INFO - Epoch(val) [16][1184] top1_acc: 0.7796, top5_acc: 0.9695 2023-12-24 22:22:39,393 - pyskl - INFO - Epoch [17][100/2353] lr: 2.430e-02, eta: 20:10:01, time: 0.420, data_time: 0.193, memory: 6525, top1_acc: 0.7644, top5_acc: 0.9644, loss_cls: 2.3950, loss: 2.3950 2023-12-24 22:23:02,069 - pyskl - INFO - Epoch [17][200/2353] lr: 2.430e-02, eta: 20:09:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 2.2980, loss: 2.2980 2023-12-24 22:23:24,743 - pyskl - INFO - Epoch [17][300/2353] lr: 2.429e-02, eta: 20:09:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 2.3718, loss: 2.3718 2023-12-24 22:23:47,449 - pyskl - INFO - Epoch [17][400/2353] lr: 2.429e-02, eta: 20:08:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7650, top5_acc: 0.9587, loss_cls: 2.3902, loss: 2.3902 2023-12-24 22:24:10,101 - pyskl - INFO - Epoch [17][500/2353] lr: 2.429e-02, eta: 20:08:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9681, loss_cls: 2.3259, loss: 2.3259 2023-12-24 22:24:32,789 - pyskl - INFO - Epoch [17][600/2353] lr: 2.428e-02, eta: 20:07:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9587, loss_cls: 2.3544, loss: 2.3544 2023-12-24 22:24:55,536 - pyskl - INFO - Epoch [17][700/2353] lr: 2.428e-02, eta: 20:07:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 2.3557, loss: 2.3557 2023-12-24 22:25:18,263 - pyskl - INFO - Epoch [17][800/2353] lr: 2.428e-02, eta: 20:07:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9663, loss_cls: 2.3743, loss: 2.3743 2023-12-24 22:25:40,937 - pyskl - INFO - Epoch [17][900/2353] lr: 2.427e-02, eta: 20:06:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9656, loss_cls: 2.3417, loss: 2.3417 2023-12-24 22:26:03,624 - pyskl - INFO - Epoch [17][1000/2353] lr: 2.427e-02, eta: 20:06:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9663, loss_cls: 2.3615, loss: 2.3615 2023-12-24 22:26:26,299 - pyskl - INFO - Epoch [17][1100/2353] lr: 2.426e-02, eta: 20:05:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9637, loss_cls: 2.3649, loss: 2.3649 2023-12-24 22:26:48,927 - pyskl - INFO - Epoch [17][1200/2353] lr: 2.426e-02, eta: 20:05:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9762, loss_cls: 2.2982, loss: 2.2982 2023-12-24 22:27:11,639 - pyskl - INFO - Epoch [17][1300/2353] lr: 2.426e-02, eta: 20:04:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 2.3615, loss: 2.3615 2023-12-24 22:27:34,265 - pyskl - INFO - Epoch [17][1400/2353] lr: 2.425e-02, eta: 20:04:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7825, top5_acc: 0.9694, loss_cls: 2.3203, loss: 2.3203 2023-12-24 22:27:56,866 - pyskl - INFO - Epoch [17][1500/2353] lr: 2.425e-02, eta: 20:03:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7744, top5_acc: 0.9694, loss_cls: 2.3723, loss: 2.3723 2023-12-24 22:28:19,660 - pyskl - INFO - Epoch [17][1600/2353] lr: 2.425e-02, eta: 20:03:34, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9606, loss_cls: 2.3616, loss: 2.3616 2023-12-24 22:28:42,351 - pyskl - INFO - Epoch [17][1700/2353] lr: 2.424e-02, eta: 20:03:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7538, top5_acc: 0.9575, loss_cls: 2.4155, loss: 2.4155 2023-12-24 22:29:04,972 - pyskl - INFO - Epoch [17][1800/2353] lr: 2.424e-02, eta: 20:02:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7556, top5_acc: 0.9625, loss_cls: 2.4166, loss: 2.4166 2023-12-24 22:29:27,600 - pyskl - INFO - Epoch [17][1900/2353] lr: 2.423e-02, eta: 20:02:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 2.3778, loss: 2.3778 2023-12-24 22:29:50,256 - pyskl - INFO - Epoch [17][2000/2353] lr: 2.423e-02, eta: 20:01:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7669, top5_acc: 0.9637, loss_cls: 2.3636, loss: 2.3636 2023-12-24 22:30:12,930 - pyskl - INFO - Epoch [17][2100/2353] lr: 2.423e-02, eta: 20:01:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 2.3158, loss: 2.3158 2023-12-24 22:30:35,613 - pyskl - INFO - Epoch [17][2200/2353] lr: 2.422e-02, eta: 20:00:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9644, loss_cls: 2.3526, loss: 2.3526 2023-12-24 22:30:58,458 - pyskl - INFO - Epoch [17][2300/2353] lr: 2.422e-02, eta: 20:00:34, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 2.3332, loss: 2.3332 2023-12-24 22:31:11,135 - pyskl - INFO - Saving checkpoint at 17 epochs 2023-12-24 22:32:40,072 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 22:32:40,158 - pyskl - INFO - top1_acc 0.8185 top5_acc 0.9763 2023-12-24 22:32:40,165 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_13.pth was removed 2023-12-24 22:32:40,320 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. 2023-12-24 22:32:40,321 - pyskl - INFO - Best top1_acc is 0.8185 at 17 epoch. 2023-12-24 22:32:40,326 - pyskl - INFO - Epoch(val) [17][1184] top1_acc: 0.8185, top5_acc: 0.9763 2023-12-24 22:33:22,100 - pyskl - INFO - Epoch [18][100/2353] lr: 2.421e-02, eta: 20:00:50, time: 0.418, data_time: 0.192, memory: 6525, top1_acc: 0.7688, top5_acc: 0.9675, loss_cls: 2.3562, loss: 2.3562 2023-12-24 22:33:44,716 - pyskl - INFO - Epoch [18][200/2353] lr: 2.421e-02, eta: 20:00:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9675, loss_cls: 2.3316, loss: 2.3316 2023-12-24 22:34:07,460 - pyskl - INFO - Epoch [18][300/2353] lr: 2.420e-02, eta: 19:59:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9669, loss_cls: 2.3146, loss: 2.3146 2023-12-24 22:34:30,115 - pyskl - INFO - Epoch [18][400/2353] lr: 2.420e-02, eta: 19:59:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9738, loss_cls: 2.2785, loss: 2.2785 2023-12-24 22:34:52,757 - pyskl - INFO - Epoch [18][500/2353] lr: 2.420e-02, eta: 19:59:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7531, top5_acc: 0.9613, loss_cls: 2.4063, loss: 2.4063 2023-12-24 22:35:15,438 - pyskl - INFO - Epoch [18][600/2353] lr: 2.419e-02, eta: 19:58:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7506, top5_acc: 0.9544, loss_cls: 2.4547, loss: 2.4547 2023-12-24 22:35:38,016 - pyskl - INFO - Epoch [18][700/2353] lr: 2.419e-02, eta: 19:58:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 2.3717, loss: 2.3717 2023-12-24 22:36:00,723 - pyskl - INFO - Epoch [18][800/2353] lr: 2.418e-02, eta: 19:57:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9700, loss_cls: 2.3070, loss: 2.3070 2023-12-24 22:36:23,482 - pyskl - INFO - Epoch [18][900/2353] lr: 2.418e-02, eta: 19:57:24, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 2.4135, loss: 2.4135 2023-12-24 22:36:46,171 - pyskl - INFO - Epoch [18][1000/2353] lr: 2.418e-02, eta: 19:56:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 2.3382, loss: 2.3382 2023-12-24 22:37:08,783 - pyskl - INFO - Epoch [18][1100/2353] lr: 2.417e-02, eta: 19:56:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 2.3814, loss: 2.3814 2023-12-24 22:37:31,430 - pyskl - INFO - Epoch [18][1200/2353] lr: 2.417e-02, eta: 19:56:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 2.3606, loss: 2.3606 2023-12-24 22:37:54,109 - pyskl - INFO - Epoch [18][1300/2353] lr: 2.416e-02, eta: 19:55:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 2.3693, loss: 2.3693 2023-12-24 22:38:16,853 - pyskl - INFO - Epoch [18][1400/2353] lr: 2.416e-02, eta: 19:55:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9719, loss_cls: 2.3238, loss: 2.3238 2023-12-24 22:38:39,443 - pyskl - INFO - Epoch [18][1500/2353] lr: 2.416e-02, eta: 19:54:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 2.3588, loss: 2.3588 2023-12-24 22:39:02,022 - pyskl - INFO - Epoch [18][1600/2353] lr: 2.415e-02, eta: 19:54:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9712, loss_cls: 2.3070, loss: 2.3070 2023-12-24 22:39:24,619 - pyskl - INFO - Epoch [18][1700/2353] lr: 2.415e-02, eta: 19:53:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 2.3200, loss: 2.3200 2023-12-24 22:39:47,369 - pyskl - INFO - Epoch [18][1800/2353] lr: 2.414e-02, eta: 19:53:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 2.2823, loss: 2.2823 2023-12-24 22:40:10,134 - pyskl - INFO - Epoch [18][1900/2353] lr: 2.414e-02, eta: 19:53:07, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9625, loss_cls: 2.3453, loss: 2.3453 2023-12-24 22:40:32,737 - pyskl - INFO - Epoch [18][2000/2353] lr: 2.414e-02, eta: 19:52:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7531, top5_acc: 0.9613, loss_cls: 2.4194, loss: 2.4194 2023-12-24 22:40:55,398 - pyskl - INFO - Epoch [18][2100/2353] lr: 2.413e-02, eta: 19:52:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9575, loss_cls: 2.3738, loss: 2.3738 2023-12-24 22:41:18,055 - pyskl - INFO - Epoch [18][2200/2353] lr: 2.413e-02, eta: 19:51:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7619, top5_acc: 0.9613, loss_cls: 2.3987, loss: 2.3987 2023-12-24 22:41:40,667 - pyskl - INFO - Epoch [18][2300/2353] lr: 2.412e-02, eta: 19:51:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 2.3328, loss: 2.3328 2023-12-24 22:41:53,323 - pyskl - INFO - Saving checkpoint at 18 epochs 2023-12-24 22:43:22,488 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 22:43:22,570 - pyskl - INFO - top1_acc 0.8180 top5_acc 0.9788 2023-12-24 22:43:22,574 - pyskl - INFO - Epoch(val) [18][1184] top1_acc: 0.8180, top5_acc: 0.9788 2023-12-24 22:44:04,104 - pyskl - INFO - Epoch [19][100/2353] lr: 2.412e-02, eta: 19:51:35, time: 0.415, data_time: 0.188, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 2.3164, loss: 2.3164 2023-12-24 22:44:26,734 - pyskl - INFO - Epoch [19][200/2353] lr: 2.411e-02, eta: 19:51:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9669, loss_cls: 2.3475, loss: 2.3475 2023-12-24 22:44:49,475 - pyskl - INFO - Epoch [19][300/2353] lr: 2.411e-02, eta: 19:50:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 2.2955, loss: 2.2955 2023-12-24 22:45:12,205 - pyskl - INFO - Epoch [19][400/2353] lr: 2.411e-02, eta: 19:50:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 2.3984, loss: 2.3984 2023-12-24 22:45:34,942 - pyskl - INFO - Epoch [19][500/2353] lr: 2.410e-02, eta: 19:49:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 2.3095, loss: 2.3095 2023-12-24 22:45:57,661 - pyskl - INFO - Epoch [19][600/2353] lr: 2.410e-02, eta: 19:49:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 2.3567, loss: 2.3567 2023-12-24 22:46:20,322 - pyskl - INFO - Epoch [19][700/2353] lr: 2.409e-02, eta: 19:49:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7725, top5_acc: 0.9625, loss_cls: 2.3545, loss: 2.3545 2023-12-24 22:46:42,888 - pyskl - INFO - Epoch [19][800/2353] lr: 2.409e-02, eta: 19:48:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7837, top5_acc: 0.9663, loss_cls: 2.3293, loss: 2.3293 2023-12-24 22:47:05,508 - pyskl - INFO - Epoch [19][900/2353] lr: 2.409e-02, eta: 19:48:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9744, loss_cls: 2.3020, loss: 2.3020 2023-12-24 22:47:28,123 - pyskl - INFO - Epoch [19][1000/2353] lr: 2.408e-02, eta: 19:47:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7844, top5_acc: 0.9637, loss_cls: 2.3483, loss: 2.3483 2023-12-24 22:47:50,766 - pyskl - INFO - Epoch [19][1100/2353] lr: 2.408e-02, eta: 19:47:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 2.3266, loss: 2.3266 2023-12-24 22:48:13,353 - pyskl - INFO - Epoch [19][1200/2353] lr: 2.407e-02, eta: 19:46:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 2.3753, loss: 2.3753 2023-12-24 22:48:36,002 - pyskl - INFO - Epoch [19][1300/2353] lr: 2.407e-02, eta: 19:46:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9625, loss_cls: 2.3301, loss: 2.3301 2023-12-24 22:48:58,761 - pyskl - INFO - Epoch [19][1400/2353] lr: 2.406e-02, eta: 19:46:02, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 2.2973, loss: 2.2973 2023-12-24 22:49:21,530 - pyskl - INFO - Epoch [19][1500/2353] lr: 2.406e-02, eta: 19:45:38, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 2.3078, loss: 2.3078 2023-12-24 22:49:44,243 - pyskl - INFO - Epoch [19][1600/2353] lr: 2.406e-02, eta: 19:45:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7762, top5_acc: 0.9681, loss_cls: 2.3639, loss: 2.3639 2023-12-24 22:50:06,912 - pyskl - INFO - Epoch [19][1700/2353] lr: 2.405e-02, eta: 19:44:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 2.3366, loss: 2.3366 2023-12-24 22:50:29,604 - pyskl - INFO - Epoch [19][1800/2353] lr: 2.405e-02, eta: 19:44:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9712, loss_cls: 2.2971, loss: 2.2971 2023-12-24 22:50:52,321 - pyskl - INFO - Epoch [19][1900/2353] lr: 2.404e-02, eta: 19:43:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9613, loss_cls: 2.3406, loss: 2.3406 2023-12-24 22:51:14,974 - pyskl - INFO - Epoch [19][2000/2353] lr: 2.404e-02, eta: 19:43:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 2.3884, loss: 2.3884 2023-12-24 22:51:37,605 - pyskl - INFO - Epoch [19][2100/2353] lr: 2.403e-02, eta: 19:43:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9738, loss_cls: 2.3189, loss: 2.3189 2023-12-24 22:52:00,286 - pyskl - INFO - Epoch [19][2200/2353] lr: 2.403e-02, eta: 19:42:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7750, top5_acc: 0.9569, loss_cls: 2.3682, loss: 2.3682 2023-12-24 22:52:22,933 - pyskl - INFO - Epoch [19][2300/2353] lr: 2.403e-02, eta: 19:42:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7650, top5_acc: 0.9619, loss_cls: 2.3767, loss: 2.3767 2023-12-24 22:52:35,627 - pyskl - INFO - Saving checkpoint at 19 epochs 2023-12-24 22:54:04,661 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 22:54:04,749 - pyskl - INFO - top1_acc 0.7821 top5_acc 0.9703 2023-12-24 22:54:04,756 - pyskl - INFO - Epoch(val) [19][1184] top1_acc: 0.7821, top5_acc: 0.9703 2023-12-24 22:54:47,245 - pyskl - INFO - Epoch [20][100/2353] lr: 2.402e-02, eta: 19:42:30, time: 0.425, data_time: 0.199, memory: 6525, top1_acc: 0.7756, top5_acc: 0.9700, loss_cls: 2.3366, loss: 2.3366 2023-12-24 22:55:09,876 - pyskl - INFO - Epoch [20][200/2353] lr: 2.401e-02, eta: 19:42:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 2.3240, loss: 2.3240 2023-12-24 22:55:32,546 - pyskl - INFO - Epoch [20][300/2353] lr: 2.401e-02, eta: 19:41:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 2.3126, loss: 2.3126 2023-12-24 22:55:55,090 - pyskl - INFO - Epoch [20][400/2353] lr: 2.401e-02, eta: 19:41:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9719, loss_cls: 2.3110, loss: 2.3110 2023-12-24 22:56:17,990 - pyskl - INFO - Epoch [20][500/2353] lr: 2.400e-02, eta: 19:40:48, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.7738, top5_acc: 0.9712, loss_cls: 2.3186, loss: 2.3186 2023-12-24 22:56:40,734 - pyskl - INFO - Epoch [20][600/2353] lr: 2.400e-02, eta: 19:40:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 2.2399, loss: 2.2399 2023-12-24 22:57:03,516 - pyskl - INFO - Epoch [20][700/2353] lr: 2.399e-02, eta: 19:39:59, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 2.3668, loss: 2.3668 2023-12-24 22:57:26,066 - pyskl - INFO - Epoch [20][800/2353] lr: 2.399e-02, eta: 19:39:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7731, top5_acc: 0.9644, loss_cls: 2.3512, loss: 2.3512 2023-12-24 22:57:48,660 - pyskl - INFO - Epoch [20][900/2353] lr: 2.398e-02, eta: 19:39:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 2.3255, loss: 2.3255 2023-12-24 22:58:11,305 - pyskl - INFO - Epoch [20][1000/2353] lr: 2.398e-02, eta: 19:38:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9556, loss_cls: 2.3555, loss: 2.3555 2023-12-24 22:58:34,038 - pyskl - INFO - Epoch [20][1100/2353] lr: 2.398e-02, eta: 19:38:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 2.3577, loss: 2.3577 2023-12-24 22:58:56,871 - pyskl - INFO - Epoch [20][1200/2353] lr: 2.397e-02, eta: 19:37:52, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9700, loss_cls: 2.3043, loss: 2.3043 2023-12-24 22:59:19,591 - pyskl - INFO - Epoch [20][1300/2353] lr: 2.397e-02, eta: 19:37:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7837, top5_acc: 0.9663, loss_cls: 2.3211, loss: 2.3211 2023-12-24 22:59:42,368 - pyskl - INFO - Epoch [20][1400/2353] lr: 2.396e-02, eta: 19:37:02, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7719, top5_acc: 0.9681, loss_cls: 2.3508, loss: 2.3508 2023-12-24 23:00:05,030 - pyskl - INFO - Epoch [20][1500/2353] lr: 2.396e-02, eta: 19:36:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7719, top5_acc: 0.9606, loss_cls: 2.3679, loss: 2.3679 2023-12-24 23:00:27,906 - pyskl - INFO - Epoch [20][1600/2353] lr: 2.395e-02, eta: 19:36:13, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9663, loss_cls: 2.3206, loss: 2.3206 2023-12-24 23:00:50,714 - pyskl - INFO - Epoch [20][1700/2353] lr: 2.395e-02, eta: 19:35:48, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9625, loss_cls: 2.3455, loss: 2.3455 2023-12-24 23:01:13,437 - pyskl - INFO - Epoch [20][1800/2353] lr: 2.394e-02, eta: 19:35:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7844, top5_acc: 0.9569, loss_cls: 2.3488, loss: 2.3488 2023-12-24 23:01:36,185 - pyskl - INFO - Epoch [20][1900/2353] lr: 2.394e-02, eta: 19:34:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 2.3277, loss: 2.3277 2023-12-24 23:01:58,901 - pyskl - INFO - Epoch [20][2000/2353] lr: 2.394e-02, eta: 19:34:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7575, top5_acc: 0.9625, loss_cls: 2.3746, loss: 2.3746 2023-12-24 23:02:21,630 - pyskl - INFO - Epoch [20][2100/2353] lr: 2.393e-02, eta: 19:34:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7825, top5_acc: 0.9656, loss_cls: 2.3592, loss: 2.3592 2023-12-24 23:02:44,260 - pyskl - INFO - Epoch [20][2200/2353] lr: 2.393e-02, eta: 19:33:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7725, top5_acc: 0.9556, loss_cls: 2.3976, loss: 2.3976 2023-12-24 23:03:07,006 - pyskl - INFO - Epoch [20][2300/2353] lr: 2.392e-02, eta: 19:33:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9563, loss_cls: 2.3600, loss: 2.3600 2023-12-24 23:03:19,835 - pyskl - INFO - Saving checkpoint at 20 epochs 2023-12-24 23:04:48,685 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 23:04:48,766 - pyskl - INFO - top1_acc 0.8171 top5_acc 0.9781 2023-12-24 23:04:48,774 - pyskl - INFO - Epoch(val) [20][1184] top1_acc: 0.8171, top5_acc: 0.9781 2023-12-24 23:05:31,387 - pyskl - INFO - Epoch [21][100/2353] lr: 2.391e-02, eta: 19:33:31, time: 0.426, data_time: 0.198, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9712, loss_cls: 2.2966, loss: 2.2966 2023-12-24 23:05:54,025 - pyskl - INFO - Epoch [21][200/2353] lr: 2.391e-02, eta: 19:33:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7606, top5_acc: 0.9712, loss_cls: 2.3312, loss: 2.3312 2023-12-24 23:06:16,602 - pyskl - INFO - Epoch [21][300/2353] lr: 2.391e-02, eta: 19:32:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 2.3662, loss: 2.3662 2023-12-24 23:06:39,305 - pyskl - INFO - Epoch [21][400/2353] lr: 2.390e-02, eta: 19:32:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 2.3351, loss: 2.3351 2023-12-24 23:07:02,022 - pyskl - INFO - Epoch [21][500/2353] lr: 2.390e-02, eta: 19:31:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7762, top5_acc: 0.9650, loss_cls: 2.3483, loss: 2.3483 2023-12-24 23:07:24,641 - pyskl - INFO - Epoch [21][600/2353] lr: 2.389e-02, eta: 19:31:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9606, loss_cls: 2.3449, loss: 2.3449 2023-12-24 23:07:47,299 - pyskl - INFO - Epoch [21][700/2353] lr: 2.389e-02, eta: 19:30:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 2.3177, loss: 2.3177 2023-12-24 23:08:09,940 - pyskl - INFO - Epoch [21][800/2353] lr: 2.388e-02, eta: 19:30:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 2.3185, loss: 2.3185 2023-12-24 23:08:32,698 - pyskl - INFO - Epoch [21][900/2353] lr: 2.388e-02, eta: 19:30:09, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9700, loss_cls: 2.2977, loss: 2.2977 2023-12-24 23:08:55,410 - pyskl - INFO - Epoch [21][1000/2353] lr: 2.387e-02, eta: 19:29:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 2.3363, loss: 2.3363 2023-12-24 23:09:18,217 - pyskl - INFO - Epoch [21][1100/2353] lr: 2.387e-02, eta: 19:29:19, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 2.3291, loss: 2.3291 2023-12-24 23:09:40,964 - pyskl - INFO - Epoch [21][1200/2353] lr: 2.386e-02, eta: 19:28:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9675, loss_cls: 2.3296, loss: 2.3296 2023-12-24 23:10:03,738 - pyskl - INFO - Epoch [21][1300/2353] lr: 2.386e-02, eta: 19:28:30, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9606, loss_cls: 2.3558, loss: 2.3558 2023-12-24 23:10:26,485 - pyskl - INFO - Epoch [21][1400/2353] lr: 2.386e-02, eta: 19:28:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 2.3383, loss: 2.3383 2023-12-24 23:10:49,106 - pyskl - INFO - Epoch [21][1500/2353] lr: 2.385e-02, eta: 19:27:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7644, top5_acc: 0.9619, loss_cls: 2.3495, loss: 2.3495 2023-12-24 23:11:11,701 - pyskl - INFO - Epoch [21][1600/2353] lr: 2.385e-02, eta: 19:27:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 2.3403, loss: 2.3403 2023-12-24 23:11:34,419 - pyskl - INFO - Epoch [21][1700/2353] lr: 2.384e-02, eta: 19:26:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7825, top5_acc: 0.9688, loss_cls: 2.3172, loss: 2.3172 2023-12-24 23:11:57,072 - pyskl - INFO - Epoch [21][1800/2353] lr: 2.384e-02, eta: 19:26:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9694, loss_cls: 2.3202, loss: 2.3202 2023-12-24 23:12:19,699 - pyskl - INFO - Epoch [21][1900/2353] lr: 2.383e-02, eta: 19:25:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 2.3056, loss: 2.3056 2023-12-24 23:12:42,411 - pyskl - INFO - Epoch [21][2000/2353] lr: 2.383e-02, eta: 19:25:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 2.3127, loss: 2.3127 2023-12-24 23:13:05,078 - pyskl - INFO - Epoch [21][2100/2353] lr: 2.382e-02, eta: 19:25:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 2.3417, loss: 2.3417 2023-12-24 23:13:27,748 - pyskl - INFO - Epoch [21][2200/2353] lr: 2.382e-02, eta: 19:24:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 2.3825, loss: 2.3825 2023-12-24 23:13:50,418 - pyskl - INFO - Epoch [21][2300/2353] lr: 2.381e-02, eta: 19:24:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 2.2870, loss: 2.2870 2023-12-24 23:14:03,102 - pyskl - INFO - Saving checkpoint at 21 epochs 2023-12-24 23:15:32,176 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 23:15:32,258 - pyskl - INFO - top1_acc 0.7911 top5_acc 0.9764 2023-12-24 23:15:32,262 - pyskl - INFO - Epoch(val) [21][1184] top1_acc: 0.7911, top5_acc: 0.9764 2023-12-24 23:16:14,469 - pyskl - INFO - Epoch [22][100/2353] lr: 2.381e-02, eta: 19:24:26, time: 0.422, data_time: 0.196, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 2.3031, loss: 2.3031 2023-12-24 23:16:37,079 - pyskl - INFO - Epoch [22][200/2353] lr: 2.380e-02, eta: 19:24:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 2.3165, loss: 2.3165 2023-12-24 23:16:59,837 - pyskl - INFO - Epoch [22][300/2353] lr: 2.380e-02, eta: 19:23:36, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 2.3130, loss: 2.3130 2023-12-24 23:17:22,459 - pyskl - INFO - Epoch [22][400/2353] lr: 2.379e-02, eta: 19:23:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7706, top5_acc: 0.9681, loss_cls: 2.3382, loss: 2.3382 2023-12-24 23:17:45,255 - pyskl - INFO - Epoch [22][500/2353] lr: 2.379e-02, eta: 19:22:46, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 2.3309, loss: 2.3309 2023-12-24 23:18:08,096 - pyskl - INFO - Epoch [22][600/2353] lr: 2.378e-02, eta: 19:22:22, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 2.3125, loss: 2.3125 2023-12-24 23:18:30,766 - pyskl - INFO - Epoch [22][700/2353] lr: 2.378e-02, eta: 19:21:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 2.3343, loss: 2.3343 2023-12-24 23:18:53,399 - pyskl - INFO - Epoch [22][800/2353] lr: 2.377e-02, eta: 19:21:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 2.3454, loss: 2.3454 2023-12-24 23:19:16,058 - pyskl - INFO - Epoch [22][900/2353] lr: 2.377e-02, eta: 19:21:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 2.2745, loss: 2.2745 2023-12-24 23:19:38,752 - pyskl - INFO - Epoch [22][1000/2353] lr: 2.376e-02, eta: 19:20:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9756, loss_cls: 2.2837, loss: 2.2837 2023-12-24 23:20:01,399 - pyskl - INFO - Epoch [22][1100/2353] lr: 2.376e-02, eta: 19:20:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9644, loss_cls: 2.3590, loss: 2.3590 2023-12-24 23:20:24,070 - pyskl - INFO - Epoch [22][1200/2353] lr: 2.375e-02, eta: 19:19:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 2.3137, loss: 2.3137 2023-12-24 23:20:46,870 - pyskl - INFO - Epoch [22][1300/2353] lr: 2.375e-02, eta: 19:19:26, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 2.2878, loss: 2.2878 2023-12-24 23:21:09,642 - pyskl - INFO - Epoch [22][1400/2353] lr: 2.374e-02, eta: 19:19:02, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7644, top5_acc: 0.9600, loss_cls: 2.4063, loss: 2.4063 2023-12-24 23:21:32,439 - pyskl - INFO - Epoch [22][1500/2353] lr: 2.374e-02, eta: 19:18:38, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 2.3220, loss: 2.3220 2023-12-24 23:21:55,156 - pyskl - INFO - Epoch [22][1600/2353] lr: 2.373e-02, eta: 19:18:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9694, loss_cls: 2.3189, loss: 2.3189 2023-12-24 23:22:17,833 - pyskl - INFO - Epoch [22][1700/2353] lr: 2.373e-02, eta: 19:17:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9700, loss_cls: 2.2754, loss: 2.2754 2023-12-24 23:22:40,565 - pyskl - INFO - Epoch [22][1800/2353] lr: 2.372e-02, eta: 19:17:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 2.3435, loss: 2.3435 2023-12-24 23:23:03,249 - pyskl - INFO - Epoch [22][1900/2353] lr: 2.372e-02, eta: 19:16:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 2.3212, loss: 2.3212 2023-12-24 23:23:25,989 - pyskl - INFO - Epoch [22][2000/2353] lr: 2.371e-02, eta: 19:16:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7706, top5_acc: 0.9644, loss_cls: 2.3713, loss: 2.3713 2023-12-24 23:23:48,603 - pyskl - INFO - Epoch [22][2100/2353] lr: 2.371e-02, eta: 19:16:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7762, top5_acc: 0.9663, loss_cls: 2.3649, loss: 2.3649 2023-12-24 23:24:11,310 - pyskl - INFO - Epoch [22][2200/2353] lr: 2.370e-02, eta: 19:15:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 2.3662, loss: 2.3662 2023-12-24 23:24:33,994 - pyskl - INFO - Epoch [22][2300/2353] lr: 2.370e-02, eta: 19:15:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7750, top5_acc: 0.9688, loss_cls: 2.3723, loss: 2.3723 2023-12-24 23:24:46,682 - pyskl - INFO - Saving checkpoint at 22 epochs 2023-12-24 23:26:15,645 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 23:26:15,727 - pyskl - INFO - top1_acc 0.8058 top5_acc 0.9738 2023-12-24 23:26:15,731 - pyskl - INFO - Epoch(val) [22][1184] top1_acc: 0.8058, top5_acc: 0.9738 2023-12-24 23:26:57,515 - pyskl - INFO - Epoch [23][100/2353] lr: 2.369e-02, eta: 19:15:21, time: 0.418, data_time: 0.191, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 2.2367, loss: 2.2367 2023-12-24 23:27:20,081 - pyskl - INFO - Epoch [23][200/2353] lr: 2.369e-02, eta: 19:14:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 2.2855, loss: 2.2855 2023-12-24 23:27:42,711 - pyskl - INFO - Epoch [23][300/2353] lr: 2.368e-02, eta: 19:14:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9675, loss_cls: 2.3444, loss: 2.3444 2023-12-24 23:28:05,426 - pyskl - INFO - Epoch [23][400/2353] lr: 2.368e-02, eta: 19:14:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7750, top5_acc: 0.9650, loss_cls: 2.3369, loss: 2.3369 2023-12-24 23:28:28,245 - pyskl - INFO - Epoch [23][500/2353] lr: 2.367e-02, eta: 19:13:41, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 2.2782, loss: 2.2782 2023-12-24 23:28:50,944 - pyskl - INFO - Epoch [23][600/2353] lr: 2.367e-02, eta: 19:13:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9688, loss_cls: 2.3254, loss: 2.3254 2023-12-24 23:29:13,705 - pyskl - INFO - Epoch [23][700/2353] lr: 2.366e-02, eta: 19:12:52, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9675, loss_cls: 2.3291, loss: 2.3291 2023-12-24 23:29:36,449 - pyskl - INFO - Epoch [23][800/2353] lr: 2.366e-02, eta: 19:12:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9725, loss_cls: 2.2951, loss: 2.2951 2023-12-24 23:29:59,077 - pyskl - INFO - Epoch [23][900/2353] lr: 2.365e-02, eta: 19:12:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9581, loss_cls: 2.3416, loss: 2.3416 2023-12-24 23:30:21,735 - pyskl - INFO - Epoch [23][1000/2353] lr: 2.365e-02, eta: 19:11:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7731, top5_acc: 0.9694, loss_cls: 2.3495, loss: 2.3495 2023-12-24 23:30:44,407 - pyskl - INFO - Epoch [23][1100/2353] lr: 2.364e-02, eta: 19:11:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 2.3594, loss: 2.3594 2023-12-24 23:31:07,036 - pyskl - INFO - Epoch [23][1200/2353] lr: 2.364e-02, eta: 19:10:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9587, loss_cls: 2.3353, loss: 2.3353 2023-12-24 23:31:29,529 - pyskl - INFO - Epoch [23][1300/2353] lr: 2.363e-02, eta: 19:10:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 2.3515, loss: 2.3515 2023-12-24 23:31:52,005 - pyskl - INFO - Epoch [23][1400/2353] lr: 2.363e-02, eta: 19:09:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9650, loss_cls: 2.3532, loss: 2.3532 2023-12-24 23:32:14,678 - pyskl - INFO - Epoch [23][1500/2353] lr: 2.362e-02, eta: 19:09:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 2.3362, loss: 2.3362 2023-12-24 23:32:37,343 - pyskl - INFO - Epoch [23][1600/2353] lr: 2.362e-02, eta: 19:09:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 2.3288, loss: 2.3288 2023-12-24 23:33:00,038 - pyskl - INFO - Epoch [23][1700/2353] lr: 2.361e-02, eta: 19:08:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7688, top5_acc: 0.9619, loss_cls: 2.3617, loss: 2.3617 2023-12-24 23:33:22,879 - pyskl - INFO - Epoch [23][1800/2353] lr: 2.361e-02, eta: 19:08:16, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9719, loss_cls: 2.2811, loss: 2.2811 2023-12-24 23:33:45,660 - pyskl - INFO - Epoch [23][1900/2353] lr: 2.360e-02, eta: 19:07:52, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 2.2905, loss: 2.2905 2023-12-24 23:34:08,292 - pyskl - INFO - Epoch [23][2000/2353] lr: 2.360e-02, eta: 19:07:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 2.3004, loss: 2.3004 2023-12-24 23:34:30,972 - pyskl - INFO - Epoch [23][2100/2353] lr: 2.359e-02, eta: 19:07:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7738, top5_acc: 0.9631, loss_cls: 2.3540, loss: 2.3540 2023-12-24 23:34:53,684 - pyskl - INFO - Epoch [23][2200/2353] lr: 2.359e-02, eta: 19:06:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 2.4073, loss: 2.4073 2023-12-24 23:35:16,294 - pyskl - INFO - Epoch [23][2300/2353] lr: 2.358e-02, eta: 19:06:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 2.2859, loss: 2.2859 2023-12-24 23:35:29,029 - pyskl - INFO - Saving checkpoint at 23 epochs 2023-12-24 23:36:58,098 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 23:36:58,176 - pyskl - INFO - top1_acc 0.8189 top5_acc 0.9788 2023-12-24 23:36:58,181 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_17.pth was removed 2023-12-24 23:36:58,347 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_23.pth. 2023-12-24 23:36:58,347 - pyskl - INFO - Best top1_acc is 0.8189 at 23 epoch. 2023-12-24 23:36:58,351 - pyskl - INFO - Epoch(val) [23][1184] top1_acc: 0.8189, top5_acc: 0.9788 2023-12-24 23:37:40,201 - pyskl - INFO - Epoch [24][100/2353] lr: 2.357e-02, eta: 19:06:13, time: 0.418, data_time: 0.192, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9712, loss_cls: 2.2829, loss: 2.2829 2023-12-24 23:38:02,970 - pyskl - INFO - Epoch [24][200/2353] lr: 2.357e-02, eta: 19:05:49, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 2.3286, loss: 2.3286 2023-12-24 23:38:25,617 - pyskl - INFO - Epoch [24][300/2353] lr: 2.356e-02, eta: 19:05:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9706, loss_cls: 2.2952, loss: 2.2952 2023-12-24 23:38:48,170 - pyskl - INFO - Epoch [24][400/2353] lr: 2.356e-02, eta: 19:04:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9700, loss_cls: 2.2806, loss: 2.2806 2023-12-24 23:39:10,890 - pyskl - INFO - Epoch [24][500/2353] lr: 2.355e-02, eta: 19:04:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 2.2750, loss: 2.2750 2023-12-24 23:39:33,546 - pyskl - INFO - Epoch [24][600/2353] lr: 2.355e-02, eta: 19:04:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 2.3738, loss: 2.3738 2023-12-24 23:39:56,158 - pyskl - INFO - Epoch [24][700/2353] lr: 2.354e-02, eta: 19:03:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9581, loss_cls: 2.3605, loss: 2.3605 2023-12-24 23:40:18,902 - pyskl - INFO - Epoch [24][800/2353] lr: 2.354e-02, eta: 19:03:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7750, top5_acc: 0.9706, loss_cls: 2.3162, loss: 2.3162 2023-12-24 23:40:41,650 - pyskl - INFO - Epoch [24][900/2353] lr: 2.353e-02, eta: 19:02:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 2.2850, loss: 2.2850 2023-12-24 23:41:04,475 - pyskl - INFO - Epoch [24][1000/2353] lr: 2.353e-02, eta: 19:02:30, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9738, loss_cls: 2.2741, loss: 2.2741 2023-12-24 23:41:27,247 - pyskl - INFO - Epoch [24][1100/2353] lr: 2.352e-02, eta: 19:02:06, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 2.2998, loss: 2.2998 2023-12-24 23:41:49,903 - pyskl - INFO - Epoch [24][1200/2353] lr: 2.352e-02, eta: 19:01:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9738, loss_cls: 2.2711, loss: 2.2711 2023-12-24 23:42:12,542 - pyskl - INFO - Epoch [24][1300/2353] lr: 2.351e-02, eta: 19:01:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 2.3152, loss: 2.3152 2023-12-24 23:42:35,117 - pyskl - INFO - Epoch [24][1400/2353] lr: 2.350e-02, eta: 19:00:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9613, loss_cls: 2.3449, loss: 2.3449 2023-12-24 23:42:57,775 - pyskl - INFO - Epoch [24][1500/2353] lr: 2.350e-02, eta: 19:00:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 2.2762, loss: 2.2762 2023-12-24 23:43:20,486 - pyskl - INFO - Epoch [24][1600/2353] lr: 2.349e-02, eta: 19:00:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9731, loss_cls: 2.2759, loss: 2.2759 2023-12-24 23:43:43,207 - pyskl - INFO - Epoch [24][1700/2353] lr: 2.349e-02, eta: 18:59:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 2.3303, loss: 2.3303 2023-12-24 23:44:05,880 - pyskl - INFO - Epoch [24][1800/2353] lr: 2.348e-02, eta: 18:59:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 2.2797, loss: 2.2797 2023-12-24 23:44:28,609 - pyskl - INFO - Epoch [24][1900/2353] lr: 2.348e-02, eta: 18:58:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9644, loss_cls: 2.3536, loss: 2.3536 2023-12-24 23:44:51,324 - pyskl - INFO - Epoch [24][2000/2353] lr: 2.347e-02, eta: 18:58:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9706, loss_cls: 2.3021, loss: 2.3021 2023-12-24 23:45:14,084 - pyskl - INFO - Epoch [24][2100/2353] lr: 2.347e-02, eta: 18:57:58, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 2.3318, loss: 2.3318 2023-12-24 23:45:36,716 - pyskl - INFO - Epoch [24][2200/2353] lr: 2.346e-02, eta: 18:57:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 2.3875, loss: 2.3875 2023-12-24 23:45:59,392 - pyskl - INFO - Epoch [24][2300/2353] lr: 2.346e-02, eta: 18:57:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 2.3042, loss: 2.3042 2023-12-24 23:46:12,158 - pyskl - INFO - Saving checkpoint at 24 epochs 2023-12-24 23:47:41,537 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 23:47:41,622 - pyskl - INFO - top1_acc 0.8160 top5_acc 0.9726 2023-12-24 23:47:41,627 - pyskl - INFO - Epoch(val) [24][1184] top1_acc: 0.8160, top5_acc: 0.9726 2023-12-24 23:48:23,784 - pyskl - INFO - Epoch [25][100/2353] lr: 2.345e-02, eta: 18:57:10, time: 0.422, data_time: 0.195, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 2.3353, loss: 2.3353 2023-12-24 23:48:46,446 - pyskl - INFO - Epoch [25][200/2353] lr: 2.344e-02, eta: 18:56:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 2.2820, loss: 2.2820 2023-12-24 23:49:09,093 - pyskl - INFO - Epoch [25][300/2353] lr: 2.344e-02, eta: 18:56:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 2.2605, loss: 2.2605 2023-12-24 23:49:31,865 - pyskl - INFO - Epoch [25][400/2353] lr: 2.343e-02, eta: 18:55:55, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 2.2763, loss: 2.2763 2023-12-24 23:49:54,638 - pyskl - INFO - Epoch [25][500/2353] lr: 2.343e-02, eta: 18:55:31, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9688, loss_cls: 2.3391, loss: 2.3391 2023-12-24 23:50:17,308 - pyskl - INFO - Epoch [25][600/2353] lr: 2.342e-02, eta: 18:55:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 2.2364, loss: 2.2364 2023-12-24 23:50:40,089 - pyskl - INFO - Epoch [25][700/2353] lr: 2.342e-02, eta: 18:54:42, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 2.2315, loss: 2.2315 2023-12-24 23:51:02,786 - pyskl - INFO - Epoch [25][800/2353] lr: 2.341e-02, eta: 18:54:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 2.3206, loss: 2.3206 2023-12-24 23:51:25,498 - pyskl - INFO - Epoch [25][900/2353] lr: 2.341e-02, eta: 18:53:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 2.2888, loss: 2.2888 2023-12-24 23:51:48,104 - pyskl - INFO - Epoch [25][1000/2353] lr: 2.340e-02, eta: 18:53:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 2.3512, loss: 2.3512 2023-12-24 23:52:10,876 - pyskl - INFO - Epoch [25][1100/2353] lr: 2.339e-02, eta: 18:53:03, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 2.2931, loss: 2.2931 2023-12-24 23:52:33,511 - pyskl - INFO - Epoch [25][1200/2353] lr: 2.339e-02, eta: 18:52:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 2.3149, loss: 2.3149 2023-12-24 23:52:56,067 - pyskl - INFO - Epoch [25][1300/2353] lr: 2.338e-02, eta: 18:52:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9613, loss_cls: 2.2984, loss: 2.2984 2023-12-24 23:53:18,682 - pyskl - INFO - Epoch [25][1400/2353] lr: 2.338e-02, eta: 18:51:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 2.3191, loss: 2.3191 2023-12-24 23:53:41,265 - pyskl - INFO - Epoch [25][1500/2353] lr: 2.337e-02, eta: 18:51:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 2.3379, loss: 2.3379 2023-12-24 23:54:03,850 - pyskl - INFO - Epoch [25][1600/2353] lr: 2.337e-02, eta: 18:50:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7756, top5_acc: 0.9700, loss_cls: 2.3378, loss: 2.3378 2023-12-24 23:54:26,438 - pyskl - INFO - Epoch [25][1700/2353] lr: 2.336e-02, eta: 18:50:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7644, top5_acc: 0.9669, loss_cls: 2.3816, loss: 2.3816 2023-12-24 23:54:49,024 - pyskl - INFO - Epoch [25][1800/2353] lr: 2.336e-02, eta: 18:50:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 2.4052, loss: 2.4052 2023-12-24 23:55:11,579 - pyskl - INFO - Epoch [25][1900/2353] lr: 2.335e-02, eta: 18:49:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 2.2729, loss: 2.2729 2023-12-24 23:55:34,202 - pyskl - INFO - Epoch [25][2000/2353] lr: 2.334e-02, eta: 18:49:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9656, loss_cls: 2.3483, loss: 2.3483 2023-12-24 23:55:56,853 - pyskl - INFO - Epoch [25][2100/2353] lr: 2.334e-02, eta: 18:48:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 2.3620, loss: 2.3620 2023-12-24 23:56:19,438 - pyskl - INFO - Epoch [25][2200/2353] lr: 2.333e-02, eta: 18:48:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 2.3192, loss: 2.3192 2023-12-24 23:56:42,092 - pyskl - INFO - Epoch [25][2300/2353] lr: 2.333e-02, eta: 18:48:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9694, loss_cls: 2.3309, loss: 2.3309 2023-12-24 23:56:54,820 - pyskl - INFO - Saving checkpoint at 25 epochs 2023-12-24 23:58:23,751 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 23:58:23,836 - pyskl - INFO - top1_acc 0.8194 top5_acc 0.9760 2023-12-24 23:58:23,840 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_23.pth was removed 2023-12-24 23:58:23,990 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. 2023-12-24 23:58:23,991 - pyskl - INFO - Best top1_acc is 0.8194 at 25 epoch. 2023-12-24 23:58:23,999 - pyskl - INFO - Epoch(val) [25][1184] top1_acc: 0.8194, top5_acc: 0.9760 2023-12-24 23:59:05,736 - pyskl - INFO - Epoch [26][100/2353] lr: 2.332e-02, eta: 18:48:00, time: 0.417, data_time: 0.191, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9731, loss_cls: 2.2682, loss: 2.2682 2023-12-24 23:59:28,410 - pyskl - INFO - Epoch [26][200/2353] lr: 2.331e-02, eta: 18:47:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 2.2774, loss: 2.2774 2023-12-24 23:59:51,066 - pyskl - INFO - Epoch [26][300/2353] lr: 2.331e-02, eta: 18:47:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 2.2561, loss: 2.2561 2023-12-25 00:00:13,673 - pyskl - INFO - Epoch [26][400/2353] lr: 2.330e-02, eta: 18:46:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9712, loss_cls: 2.3138, loss: 2.3138 2023-12-25 00:00:36,230 - pyskl - INFO - Epoch [26][500/2353] lr: 2.330e-02, eta: 18:46:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 2.3111, loss: 2.3111 2023-12-25 00:00:58,831 - pyskl - INFO - Epoch [26][600/2353] lr: 2.329e-02, eta: 18:45:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9600, loss_cls: 2.3155, loss: 2.3155 2023-12-25 00:01:21,537 - pyskl - INFO - Epoch [26][700/2353] lr: 2.329e-02, eta: 18:45:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 2.3061, loss: 2.3061 2023-12-25 00:01:44,111 - pyskl - INFO - Epoch [26][800/2353] lr: 2.328e-02, eta: 18:45:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9675, loss_cls: 2.3251, loss: 2.3251 2023-12-25 00:02:06,670 - pyskl - INFO - Epoch [26][900/2353] lr: 2.327e-02, eta: 18:44:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9694, loss_cls: 2.3521, loss: 2.3521 2023-12-25 00:02:29,311 - pyskl - INFO - Epoch [26][1000/2353] lr: 2.327e-02, eta: 18:44:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7750, top5_acc: 0.9675, loss_cls: 2.3202, loss: 2.3202 2023-12-25 00:02:51,943 - pyskl - INFO - Epoch [26][1100/2353] lr: 2.326e-02, eta: 18:43:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 2.2787, loss: 2.2787 2023-12-25 00:03:14,613 - pyskl - INFO - Epoch [26][1200/2353] lr: 2.326e-02, eta: 18:43:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9731, loss_cls: 2.2826, loss: 2.2826 2023-12-25 00:03:37,364 - pyskl - INFO - Epoch [26][1300/2353] lr: 2.325e-02, eta: 18:43:01, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 2.3368, loss: 2.3368 2023-12-25 00:04:00,024 - pyskl - INFO - Epoch [26][1400/2353] lr: 2.325e-02, eta: 18:42:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 2.3037, loss: 2.3037 2023-12-25 00:04:22,673 - pyskl - INFO - Epoch [26][1500/2353] lr: 2.324e-02, eta: 18:42:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9719, loss_cls: 2.2934, loss: 2.2934 2023-12-25 00:04:45,376 - pyskl - INFO - Epoch [26][1600/2353] lr: 2.324e-02, eta: 18:41:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9712, loss_cls: 2.2996, loss: 2.2996 2023-12-25 00:05:08,122 - pyskl - INFO - Epoch [26][1700/2353] lr: 2.323e-02, eta: 18:41:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9650, loss_cls: 2.3434, loss: 2.3434 2023-12-25 00:05:30,803 - pyskl - INFO - Epoch [26][1800/2353] lr: 2.322e-02, eta: 18:40:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9675, loss_cls: 2.3307, loss: 2.3307 2023-12-25 00:05:53,438 - pyskl - INFO - Epoch [26][1900/2353] lr: 2.322e-02, eta: 18:40:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9712, loss_cls: 2.2871, loss: 2.2871 2023-12-25 00:06:16,059 - pyskl - INFO - Epoch [26][2000/2353] lr: 2.321e-02, eta: 18:40:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7750, top5_acc: 0.9663, loss_cls: 2.3301, loss: 2.3301 2023-12-25 00:06:38,693 - pyskl - INFO - Epoch [26][2100/2353] lr: 2.321e-02, eta: 18:39:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9619, loss_cls: 2.2737, loss: 2.2737 2023-12-25 00:07:01,289 - pyskl - INFO - Epoch [26][2200/2353] lr: 2.320e-02, eta: 18:39:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 2.3349, loss: 2.3349 2023-12-25 00:07:23,907 - pyskl - INFO - Epoch [26][2300/2353] lr: 2.320e-02, eta: 18:38:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7681, top5_acc: 0.9650, loss_cls: 2.3616, loss: 2.3616 2023-12-25 00:07:36,620 - pyskl - INFO - Saving checkpoint at 26 epochs 2023-12-25 00:09:04,904 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 00:09:04,985 - pyskl - INFO - top1_acc 0.8206 top5_acc 0.9790 2023-12-25 00:09:04,989 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_25.pth was removed 2023-12-25 00:09:05,249 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. 2023-12-25 00:09:05,249 - pyskl - INFO - Best top1_acc is 0.8206 at 26 epoch. 2023-12-25 00:09:05,253 - pyskl - INFO - Epoch(val) [26][1184] top1_acc: 0.8206, top5_acc: 0.9790 2023-12-25 00:09:47,161 - pyskl - INFO - Epoch [27][100/2353] lr: 2.319e-02, eta: 18:38:51, time: 0.419, data_time: 0.192, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9775, loss_cls: 2.2775, loss: 2.2775 2023-12-25 00:10:09,798 - pyskl - INFO - Epoch [27][200/2353] lr: 2.318e-02, eta: 18:38:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9731, loss_cls: 2.2498, loss: 2.2498 2023-12-25 00:10:32,501 - pyskl - INFO - Epoch [27][300/2353] lr: 2.317e-02, eta: 18:38:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 2.2732, loss: 2.2732 2023-12-25 00:10:55,189 - pyskl - INFO - Epoch [27][400/2353] lr: 2.317e-02, eta: 18:37:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9762, loss_cls: 2.2731, loss: 2.2731 2023-12-25 00:11:17,846 - pyskl - INFO - Epoch [27][500/2353] lr: 2.316e-02, eta: 18:37:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 2.2957, loss: 2.2957 2023-12-25 00:11:40,594 - pyskl - INFO - Epoch [27][600/2353] lr: 2.316e-02, eta: 18:36:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 2.2722, loss: 2.2722 2023-12-25 00:12:03,246 - pyskl - INFO - Epoch [27][700/2353] lr: 2.315e-02, eta: 18:36:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 2.3172, loss: 2.3172 2023-12-25 00:12:25,778 - pyskl - INFO - Epoch [27][800/2353] lr: 2.315e-02, eta: 18:35:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 2.2972, loss: 2.2972 2023-12-25 00:12:48,687 - pyskl - INFO - Epoch [27][900/2353] lr: 2.314e-02, eta: 18:35:34, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 2.2473, loss: 2.2473 2023-12-25 00:13:11,353 - pyskl - INFO - Epoch [27][1000/2353] lr: 2.313e-02, eta: 18:35:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 2.2869, loss: 2.2869 2023-12-25 00:13:34,200 - pyskl - INFO - Epoch [27][1100/2353] lr: 2.313e-02, eta: 18:34:46, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 2.3412, loss: 2.3412 2023-12-25 00:13:56,903 - pyskl - INFO - Epoch [27][1200/2353] lr: 2.312e-02, eta: 18:34:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 2.2814, loss: 2.2814 2023-12-25 00:14:19,624 - pyskl - INFO - Epoch [27][1300/2353] lr: 2.312e-02, eta: 18:33:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9706, loss_cls: 2.2992, loss: 2.2992 2023-12-25 00:14:42,215 - pyskl - INFO - Epoch [27][1400/2353] lr: 2.311e-02, eta: 18:33:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 2.3296, loss: 2.3296 2023-12-25 00:15:04,875 - pyskl - INFO - Epoch [27][1500/2353] lr: 2.310e-02, eta: 18:33:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9681, loss_cls: 2.3287, loss: 2.3287 2023-12-25 00:15:27,538 - pyskl - INFO - Epoch [27][1600/2353] lr: 2.310e-02, eta: 18:32:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9700, loss_cls: 2.3442, loss: 2.3442 2023-12-25 00:15:50,200 - pyskl - INFO - Epoch [27][1700/2353] lr: 2.309e-02, eta: 18:32:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 2.3186, loss: 2.3186 2023-12-25 00:16:12,786 - pyskl - INFO - Epoch [27][1800/2353] lr: 2.309e-02, eta: 18:31:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 2.3023, loss: 2.3023 2023-12-25 00:16:35,338 - pyskl - INFO - Epoch [27][1900/2353] lr: 2.308e-02, eta: 18:31:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 2.3524, loss: 2.3524 2023-12-25 00:16:58,001 - pyskl - INFO - Epoch [27][2000/2353] lr: 2.308e-02, eta: 18:31:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7844, top5_acc: 0.9775, loss_cls: 2.2876, loss: 2.2876 2023-12-25 00:17:20,779 - pyskl - INFO - Epoch [27][2100/2353] lr: 2.307e-02, eta: 18:30:39, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 2.2682, loss: 2.2682 2023-12-25 00:17:43,381 - pyskl - INFO - Epoch [27][2200/2353] lr: 2.306e-02, eta: 18:30:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9706, loss_cls: 2.2864, loss: 2.2864 2023-12-25 00:18:06,123 - pyskl - INFO - Epoch [27][2300/2353] lr: 2.306e-02, eta: 18:29:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9594, loss_cls: 2.3432, loss: 2.3432 2023-12-25 00:18:18,746 - pyskl - INFO - Saving checkpoint at 27 epochs 2023-12-25 00:19:47,563 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 00:19:47,649 - pyskl - INFO - top1_acc 0.8234 top5_acc 0.9803 2023-12-25 00:19:47,654 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_26.pth was removed 2023-12-25 00:19:47,799 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. 2023-12-25 00:19:47,800 - pyskl - INFO - Best top1_acc is 0.8234 at 27 epoch. 2023-12-25 00:19:47,808 - pyskl - INFO - Epoch(val) [27][1184] top1_acc: 0.8234, top5_acc: 0.9803 2023-12-25 00:20:30,033 - pyskl - INFO - Epoch [28][100/2353] lr: 2.305e-02, eta: 18:29:47, time: 0.422, data_time: 0.197, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 2.2584, loss: 2.2584 2023-12-25 00:20:52,514 - pyskl - INFO - Epoch [28][200/2353] lr: 2.304e-02, eta: 18:29:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9575, loss_cls: 2.3415, loss: 2.3415 2023-12-25 00:21:15,132 - pyskl - INFO - Epoch [28][300/2353] lr: 2.304e-02, eta: 18:28:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 2.2649, loss: 2.2649 2023-12-25 00:21:37,714 - pyskl - INFO - Epoch [28][400/2353] lr: 2.303e-02, eta: 18:28:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 2.2332, loss: 2.2332 2023-12-25 00:22:00,352 - pyskl - INFO - Epoch [28][500/2353] lr: 2.302e-02, eta: 18:28:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 2.2721, loss: 2.2721 2023-12-25 00:22:22,916 - pyskl - INFO - Epoch [28][600/2353] lr: 2.302e-02, eta: 18:27:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 2.2688, loss: 2.2688 2023-12-25 00:22:45,553 - pyskl - INFO - Epoch [28][700/2353] lr: 2.301e-02, eta: 18:27:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9744, loss_cls: 2.2482, loss: 2.2482 2023-12-25 00:23:08,261 - pyskl - INFO - Epoch [28][800/2353] lr: 2.301e-02, eta: 18:26:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 2.2429, loss: 2.2429 2023-12-25 00:23:30,876 - pyskl - INFO - Epoch [28][900/2353] lr: 2.300e-02, eta: 18:26:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9700, loss_cls: 2.3219, loss: 2.3219 2023-12-25 00:23:53,496 - pyskl - INFO - Epoch [28][1000/2353] lr: 2.299e-02, eta: 18:26:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9744, loss_cls: 2.2652, loss: 2.2652 2023-12-25 00:24:16,076 - pyskl - INFO - Epoch [28][1100/2353] lr: 2.299e-02, eta: 18:25:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 2.2901, loss: 2.2901 2023-12-25 00:24:38,787 - pyskl - INFO - Epoch [28][1200/2353] lr: 2.298e-02, eta: 18:25:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9731, loss_cls: 2.2462, loss: 2.2462 2023-12-25 00:25:01,473 - pyskl - INFO - Epoch [28][1300/2353] lr: 2.298e-02, eta: 18:24:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9650, loss_cls: 2.3307, loss: 2.3307 2023-12-25 00:25:24,201 - pyskl - INFO - Epoch [28][1400/2353] lr: 2.297e-02, eta: 18:24:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 2.3364, loss: 2.3364 2023-12-25 00:25:46,933 - pyskl - INFO - Epoch [28][1500/2353] lr: 2.296e-02, eta: 18:24:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 2.3611, loss: 2.3611 2023-12-25 00:26:09,666 - pyskl - INFO - Epoch [28][1600/2353] lr: 2.296e-02, eta: 18:23:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 2.2672, loss: 2.2672 2023-12-25 00:26:32,242 - pyskl - INFO - Epoch [28][1700/2353] lr: 2.295e-02, eta: 18:23:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 2.3718, loss: 2.3718 2023-12-25 00:26:55,105 - pyskl - INFO - Epoch [28][1800/2353] lr: 2.295e-02, eta: 18:22:49, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9775, loss_cls: 2.2516, loss: 2.2516 2023-12-25 00:27:17,721 - pyskl - INFO - Epoch [28][1900/2353] lr: 2.294e-02, eta: 18:22:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 2.3426, loss: 2.3426 2023-12-25 00:27:40,453 - pyskl - INFO - Epoch [28][2000/2353] lr: 2.293e-02, eta: 18:22:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 2.3414, loss: 2.3414 2023-12-25 00:28:03,272 - pyskl - INFO - Epoch [28][2100/2353] lr: 2.293e-02, eta: 18:21:36, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7675, top5_acc: 0.9613, loss_cls: 2.3707, loss: 2.3707 2023-12-25 00:28:25,930 - pyskl - INFO - Epoch [28][2200/2353] lr: 2.292e-02, eta: 18:21:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9675, loss_cls: 2.3359, loss: 2.3359 2023-12-25 00:28:48,513 - pyskl - INFO - Epoch [28][2300/2353] lr: 2.291e-02, eta: 18:20:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9625, loss_cls: 2.2650, loss: 2.2650 2023-12-25 00:29:01,078 - pyskl - INFO - Saving checkpoint at 28 epochs 2023-12-25 00:30:29,472 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 00:30:29,551 - pyskl - INFO - top1_acc 0.8284 top5_acc 0.9799 2023-12-25 00:30:29,556 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_27.pth was removed 2023-12-25 00:30:29,710 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_28.pth. 2023-12-25 00:30:29,710 - pyskl - INFO - Best top1_acc is 0.8284 at 28 epoch. 2023-12-25 00:30:29,715 - pyskl - INFO - Epoch(val) [28][1184] top1_acc: 0.8284, top5_acc: 0.9799 2023-12-25 00:31:11,517 - pyskl - INFO - Epoch [29][100/2353] lr: 2.291e-02, eta: 18:20:40, time: 0.418, data_time: 0.192, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 2.2440, loss: 2.2440 2023-12-25 00:31:34,134 - pyskl - INFO - Epoch [29][200/2353] lr: 2.290e-02, eta: 18:20:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9762, loss_cls: 2.2707, loss: 2.2707 2023-12-25 00:31:56,781 - pyskl - INFO - Epoch [29][300/2353] lr: 2.289e-02, eta: 18:19:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9800, loss_cls: 2.2549, loss: 2.2549 2023-12-25 00:32:19,372 - pyskl - INFO - Epoch [29][400/2353] lr: 2.289e-02, eta: 18:19:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 2.3268, loss: 2.3268 2023-12-25 00:32:42,102 - pyskl - INFO - Epoch [29][500/2353] lr: 2.288e-02, eta: 18:19:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 2.2185, loss: 2.2185 2023-12-25 00:33:04,885 - pyskl - INFO - Epoch [29][600/2353] lr: 2.287e-02, eta: 18:18:38, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 2.2762, loss: 2.2762 2023-12-25 00:33:27,574 - pyskl - INFO - Epoch [29][700/2353] lr: 2.287e-02, eta: 18:18:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 2.3078, loss: 2.3078 2023-12-25 00:33:50,205 - pyskl - INFO - Epoch [29][800/2353] lr: 2.286e-02, eta: 18:17:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9663, loss_cls: 2.3004, loss: 2.3004 2023-12-25 00:34:12,796 - pyskl - INFO - Epoch [29][900/2353] lr: 2.286e-02, eta: 18:17:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 2.2490, loss: 2.2490 2023-12-25 00:34:35,394 - pyskl - INFO - Epoch [29][1000/2353] lr: 2.285e-02, eta: 18:16:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 2.2843, loss: 2.2843 2023-12-25 00:34:58,030 - pyskl - INFO - Epoch [29][1100/2353] lr: 2.284e-02, eta: 18:16:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 2.2232, loss: 2.2232 2023-12-25 00:35:20,669 - pyskl - INFO - Epoch [29][1200/2353] lr: 2.284e-02, eta: 18:16:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 2.3221, loss: 2.3221 2023-12-25 00:35:43,378 - pyskl - INFO - Epoch [29][1300/2353] lr: 2.283e-02, eta: 18:15:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 2.2723, loss: 2.2723 2023-12-25 00:36:06,178 - pyskl - INFO - Epoch [29][1400/2353] lr: 2.282e-02, eta: 18:15:22, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 2.2763, loss: 2.2763 2023-12-25 00:36:28,857 - pyskl - INFO - Epoch [29][1500/2353] lr: 2.282e-02, eta: 18:14:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 2.2555, loss: 2.2555 2023-12-25 00:36:51,569 - pyskl - INFO - Epoch [29][1600/2353] lr: 2.281e-02, eta: 18:14:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7719, top5_acc: 0.9625, loss_cls: 2.3431, loss: 2.3431 2023-12-25 00:37:14,192 - pyskl - INFO - Epoch [29][1700/2353] lr: 2.281e-02, eta: 18:14:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 2.3091, loss: 2.3091 2023-12-25 00:37:36,837 - pyskl - INFO - Epoch [29][1800/2353] lr: 2.280e-02, eta: 18:13:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 2.2960, loss: 2.2960 2023-12-25 00:37:59,451 - pyskl - INFO - Epoch [29][1900/2353] lr: 2.279e-02, eta: 18:13:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 2.3118, loss: 2.3118 2023-12-25 00:38:22,058 - pyskl - INFO - Epoch [29][2000/2353] lr: 2.279e-02, eta: 18:12:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 2.2924, loss: 2.2924 2023-12-25 00:38:44,724 - pyskl - INFO - Epoch [29][2100/2353] lr: 2.278e-02, eta: 18:12:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9575, loss_cls: 2.3189, loss: 2.3189 2023-12-25 00:39:07,457 - pyskl - INFO - Epoch [29][2200/2353] lr: 2.277e-02, eta: 18:12:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 2.2824, loss: 2.2824 2023-12-25 00:39:30,177 - pyskl - INFO - Epoch [29][2300/2353] lr: 2.277e-02, eta: 18:11:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 2.3016, loss: 2.3016 2023-12-25 00:39:42,756 - pyskl - INFO - Saving checkpoint at 29 epochs 2023-12-25 00:41:11,743 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 00:41:11,823 - pyskl - INFO - top1_acc 0.7974 top5_acc 0.9760 2023-12-25 00:41:11,829 - pyskl - INFO - Epoch(val) [29][1184] top1_acc: 0.7974, top5_acc: 0.9760 2023-12-25 00:41:53,604 - pyskl - INFO - Epoch [30][100/2353] lr: 2.276e-02, eta: 18:11:34, time: 0.418, data_time: 0.192, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 2.2605, loss: 2.2605 2023-12-25 00:42:16,232 - pyskl - INFO - Epoch [30][200/2353] lr: 2.275e-02, eta: 18:11:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 2.2608, loss: 2.2608 2023-12-25 00:42:38,870 - pyskl - INFO - Epoch [30][300/2353] lr: 2.275e-02, eta: 18:10:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9725, loss_cls: 2.2583, loss: 2.2583 2023-12-25 00:43:01,478 - pyskl - INFO - Epoch [30][400/2353] lr: 2.274e-02, eta: 18:10:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 2.2744, loss: 2.2744 2023-12-25 00:43:24,146 - pyskl - INFO - Epoch [30][500/2353] lr: 2.273e-02, eta: 18:09:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9744, loss_cls: 2.2710, loss: 2.2710 2023-12-25 00:43:46,778 - pyskl - INFO - Epoch [30][600/2353] lr: 2.273e-02, eta: 18:09:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 2.2334, loss: 2.2334 2023-12-25 00:44:09,365 - pyskl - INFO - Epoch [30][700/2353] lr: 2.272e-02, eta: 18:09:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 2.3142, loss: 2.3142 2023-12-25 00:44:31,942 - pyskl - INFO - Epoch [30][800/2353] lr: 2.271e-02, eta: 18:08:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9712, loss_cls: 2.3438, loss: 2.3438 2023-12-25 00:44:54,688 - pyskl - INFO - Epoch [30][900/2353] lr: 2.271e-02, eta: 18:08:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9688, loss_cls: 2.3215, loss: 2.3215 2023-12-25 00:45:17,317 - pyskl - INFO - Epoch [30][1000/2353] lr: 2.270e-02, eta: 18:07:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 2.3392, loss: 2.3392 2023-12-25 00:45:39,890 - pyskl - INFO - Epoch [30][1100/2353] lr: 2.269e-02, eta: 18:07:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 2.2899, loss: 2.2899 2023-12-25 00:46:02,655 - pyskl - INFO - Epoch [30][1200/2353] lr: 2.269e-02, eta: 18:07:04, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7762, top5_acc: 0.9663, loss_cls: 2.3283, loss: 2.3283 2023-12-25 00:46:25,302 - pyskl - INFO - Epoch [30][1300/2353] lr: 2.268e-02, eta: 18:06:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 2.2276, loss: 2.2276 2023-12-25 00:46:48,093 - pyskl - INFO - Epoch [30][1400/2353] lr: 2.267e-02, eta: 18:06:16, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 2.3132, loss: 2.3132 2023-12-25 00:47:10,925 - pyskl - INFO - Epoch [30][1500/2353] lr: 2.267e-02, eta: 18:05:52, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 2.2798, loss: 2.2798 2023-12-25 00:47:33,548 - pyskl - INFO - Epoch [30][1600/2353] lr: 2.266e-02, eta: 18:05:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 2.2168, loss: 2.2168 2023-12-25 00:47:56,225 - pyskl - INFO - Epoch [30][1700/2353] lr: 2.266e-02, eta: 18:05:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 2.3449, loss: 2.3449 2023-12-25 00:48:18,930 - pyskl - INFO - Epoch [30][1800/2353] lr: 2.265e-02, eta: 18:04:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 2.2572, loss: 2.2572 2023-12-25 00:48:41,618 - pyskl - INFO - Epoch [30][1900/2353] lr: 2.264e-02, eta: 18:04:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9706, loss_cls: 2.3221, loss: 2.3221 2023-12-25 00:49:04,258 - pyskl - INFO - Epoch [30][2000/2353] lr: 2.264e-02, eta: 18:03:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9700, loss_cls: 2.3086, loss: 2.3086 2023-12-25 00:49:26,860 - pyskl - INFO - Epoch [30][2100/2353] lr: 2.263e-02, eta: 18:03:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 2.3359, loss: 2.3359 2023-12-25 00:49:49,545 - pyskl - INFO - Epoch [30][2200/2353] lr: 2.262e-02, eta: 18:03:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 2.3181, loss: 2.3181 2023-12-25 00:50:12,225 - pyskl - INFO - Epoch [30][2300/2353] lr: 2.262e-02, eta: 18:02:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9725, loss_cls: 2.2742, loss: 2.2742 2023-12-25 00:50:24,868 - pyskl - INFO - Saving checkpoint at 30 epochs 2023-12-25 00:51:53,646 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 00:51:53,727 - pyskl - INFO - top1_acc 0.7945 top5_acc 0.9786 2023-12-25 00:51:53,732 - pyskl - INFO - Epoch(val) [30][1184] top1_acc: 0.7945, top5_acc: 0.9786 2023-12-25 00:52:35,315 - pyskl - INFO - Epoch [31][100/2353] lr: 2.261e-02, eta: 18:02:27, time: 0.416, data_time: 0.189, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9712, loss_cls: 2.2807, loss: 2.2807 2023-12-25 00:52:57,882 - pyskl - INFO - Epoch [31][200/2353] lr: 2.260e-02, eta: 18:02:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 2.2402, loss: 2.2402 2023-12-25 00:53:20,571 - pyskl - INFO - Epoch [31][300/2353] lr: 2.259e-02, eta: 18:01:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 2.2971, loss: 2.2971 2023-12-25 00:53:43,219 - pyskl - INFO - Epoch [31][400/2353] lr: 2.259e-02, eta: 18:01:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 2.3218, loss: 2.3218 2023-12-25 00:54:06,162 - pyskl - INFO - Epoch [31][500/2353] lr: 2.258e-02, eta: 18:00:51, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 2.3144, loss: 2.3144 2023-12-25 00:54:28,888 - pyskl - INFO - Epoch [31][600/2353] lr: 2.257e-02, eta: 18:00:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 2.2608, loss: 2.2608 2023-12-25 00:54:51,633 - pyskl - INFO - Epoch [31][700/2353] lr: 2.257e-02, eta: 18:00:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9744, loss_cls: 2.2373, loss: 2.2373 2023-12-25 00:55:14,282 - pyskl - INFO - Epoch [31][800/2353] lr: 2.256e-02, eta: 17:59:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 2.3044, loss: 2.3044 2023-12-25 00:55:37,001 - pyskl - INFO - Epoch [31][900/2353] lr: 2.255e-02, eta: 17:59:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 2.3132, loss: 2.3132 2023-12-25 00:55:59,587 - pyskl - INFO - Epoch [31][1000/2353] lr: 2.255e-02, eta: 17:58:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9731, loss_cls: 2.2881, loss: 2.2881 2023-12-25 00:56:22,163 - pyskl - INFO - Epoch [31][1100/2353] lr: 2.254e-02, eta: 17:58:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 2.2975, loss: 2.2975 2023-12-25 00:56:44,890 - pyskl - INFO - Epoch [31][1200/2353] lr: 2.253e-02, eta: 17:58:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 2.2494, loss: 2.2494 2023-12-25 00:57:07,648 - pyskl - INFO - Epoch [31][1300/2353] lr: 2.253e-02, eta: 17:57:36, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 2.2934, loss: 2.2934 2023-12-25 00:57:30,332 - pyskl - INFO - Epoch [31][1400/2353] lr: 2.252e-02, eta: 17:57:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 2.3160, loss: 2.3160 2023-12-25 00:57:52,965 - pyskl - INFO - Epoch [31][1500/2353] lr: 2.251e-02, eta: 17:56:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 2.2392, loss: 2.2392 2023-12-25 00:58:15,563 - pyskl - INFO - Epoch [31][1600/2353] lr: 2.251e-02, eta: 17:56:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 2.2077, loss: 2.2077 2023-12-25 00:58:38,175 - pyskl - INFO - Epoch [31][1700/2353] lr: 2.250e-02, eta: 17:55:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9694, loss_cls: 2.2891, loss: 2.2891 2023-12-25 00:59:00,878 - pyskl - INFO - Epoch [31][1800/2353] lr: 2.249e-02, eta: 17:55:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 2.2590, loss: 2.2590 2023-12-25 00:59:23,510 - pyskl - INFO - Epoch [31][1900/2353] lr: 2.249e-02, eta: 17:55:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 2.2899, loss: 2.2899 2023-12-25 00:59:46,180 - pyskl - INFO - Epoch [31][2000/2353] lr: 2.248e-02, eta: 17:54:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9663, loss_cls: 2.2836, loss: 2.2836 2023-12-25 01:00:08,826 - pyskl - INFO - Epoch [31][2100/2353] lr: 2.247e-02, eta: 17:54:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 2.2710, loss: 2.2710 2023-12-25 01:00:31,419 - pyskl - INFO - Epoch [31][2200/2353] lr: 2.247e-02, eta: 17:53:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9613, loss_cls: 2.2950, loss: 2.2950 2023-12-25 01:00:54,214 - pyskl - INFO - Epoch [31][2300/2353] lr: 2.246e-02, eta: 17:53:33, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 2.3376, loss: 2.3376 2023-12-25 01:01:06,745 - pyskl - INFO - Saving checkpoint at 31 epochs 2023-12-25 01:02:35,675 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 01:02:35,757 - pyskl - INFO - top1_acc 0.8057 top5_acc 0.9706 2023-12-25 01:02:35,761 - pyskl - INFO - Epoch(val) [31][1184] top1_acc: 0.8057, top5_acc: 0.9706 2023-12-25 01:03:17,915 - pyskl - INFO - Epoch [32][100/2353] lr: 2.245e-02, eta: 17:53:24, time: 0.421, data_time: 0.196, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 2.2257, loss: 2.2257 2023-12-25 01:03:40,445 - pyskl - INFO - Epoch [32][200/2353] lr: 2.244e-02, eta: 17:53:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 2.2812, loss: 2.2812 2023-12-25 01:04:02,986 - pyskl - INFO - Epoch [32][300/2353] lr: 2.244e-02, eta: 17:52:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 2.2084, loss: 2.2084 2023-12-25 01:04:25,656 - pyskl - INFO - Epoch [32][400/2353] lr: 2.243e-02, eta: 17:52:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 2.2919, loss: 2.2919 2023-12-25 01:04:48,232 - pyskl - INFO - Epoch [32][500/2353] lr: 2.242e-02, eta: 17:51:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9725, loss_cls: 2.2578, loss: 2.2578 2023-12-25 01:05:10,827 - pyskl - INFO - Epoch [32][600/2353] lr: 2.242e-02, eta: 17:51:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9675, loss_cls: 2.2820, loss: 2.2820 2023-12-25 01:05:33,500 - pyskl - INFO - Epoch [32][700/2353] lr: 2.241e-02, eta: 17:50:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 2.3046, loss: 2.3046 2023-12-25 01:05:56,148 - pyskl - INFO - Epoch [32][800/2353] lr: 2.240e-02, eta: 17:50:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 2.2600, loss: 2.2600 2023-12-25 01:06:18,753 - pyskl - INFO - Epoch [32][900/2353] lr: 2.240e-02, eta: 17:50:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 2.2814, loss: 2.2814 2023-12-25 01:06:41,492 - pyskl - INFO - Epoch [32][1000/2353] lr: 2.239e-02, eta: 17:49:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 2.2890, loss: 2.2890 2023-12-25 01:07:04,230 - pyskl - INFO - Epoch [32][1100/2353] lr: 2.238e-02, eta: 17:49:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 2.2655, loss: 2.2655 2023-12-25 01:07:26,896 - pyskl - INFO - Epoch [32][1200/2353] lr: 2.238e-02, eta: 17:48:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9700, loss_cls: 2.2881, loss: 2.2881 2023-12-25 01:07:49,553 - pyskl - INFO - Epoch [32][1300/2353] lr: 2.237e-02, eta: 17:48:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9781, loss_cls: 2.2473, loss: 2.2473 2023-12-25 01:08:12,382 - pyskl - INFO - Epoch [32][1400/2353] lr: 2.236e-02, eta: 17:48:08, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 2.3100, loss: 2.3100 2023-12-25 01:08:35,103 - pyskl - INFO - Epoch [32][1500/2353] lr: 2.235e-02, eta: 17:47:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 2.2535, loss: 2.2535 2023-12-25 01:08:57,957 - pyskl - INFO - Epoch [32][1600/2353] lr: 2.235e-02, eta: 17:47:20, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9744, loss_cls: 2.2636, loss: 2.2636 2023-12-25 01:09:20,690 - pyskl - INFO - Epoch [32][1700/2353] lr: 2.234e-02, eta: 17:46:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 2.2844, loss: 2.2844 2023-12-25 01:09:43,323 - pyskl - INFO - Epoch [32][1800/2353] lr: 2.233e-02, eta: 17:46:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 2.2595, loss: 2.2595 2023-12-25 01:10:05,962 - pyskl - INFO - Epoch [32][1900/2353] lr: 2.233e-02, eta: 17:46:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9731, loss_cls: 2.2727, loss: 2.2727 2023-12-25 01:10:28,474 - pyskl - INFO - Epoch [32][2000/2353] lr: 2.232e-02, eta: 17:45:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 2.2403, loss: 2.2403 2023-12-25 01:10:51,016 - pyskl - INFO - Epoch [32][2100/2353] lr: 2.231e-02, eta: 17:45:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9750, loss_cls: 2.2335, loss: 2.2335 2023-12-25 01:11:13,599 - pyskl - INFO - Epoch [32][2200/2353] lr: 2.231e-02, eta: 17:44:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 2.3226, loss: 2.3226 2023-12-25 01:11:36,358 - pyskl - INFO - Epoch [32][2300/2353] lr: 2.230e-02, eta: 17:44:30, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 2.3200, loss: 2.3200 2023-12-25 01:11:49,057 - pyskl - INFO - Saving checkpoint at 32 epochs 2023-12-25 01:13:18,102 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 01:13:18,181 - pyskl - INFO - top1_acc 0.8185 top5_acc 0.9797 2023-12-25 01:13:18,186 - pyskl - INFO - Epoch(val) [32][1184] top1_acc: 0.8185, top5_acc: 0.9797 2023-12-25 01:14:00,100 - pyskl - INFO - Epoch [33][100/2353] lr: 2.229e-02, eta: 17:44:19, time: 0.419, data_time: 0.193, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9762, loss_cls: 2.2185, loss: 2.2185 2023-12-25 01:14:22,845 - pyskl - INFO - Epoch [33][200/2353] lr: 2.228e-02, eta: 17:43:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 2.2466, loss: 2.2466 2023-12-25 01:14:45,561 - pyskl - INFO - Epoch [33][300/2353] lr: 2.228e-02, eta: 17:43:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 2.3219, loss: 2.3219 2023-12-25 01:15:08,394 - pyskl - INFO - Epoch [33][400/2353] lr: 2.227e-02, eta: 17:43:07, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 2.2621, loss: 2.2621 2023-12-25 01:15:31,261 - pyskl - INFO - Epoch [33][500/2353] lr: 2.226e-02, eta: 17:42:44, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 2.2747, loss: 2.2747 2023-12-25 01:15:54,060 - pyskl - INFO - Epoch [33][600/2353] lr: 2.225e-02, eta: 17:42:20, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 2.2629, loss: 2.2629 2023-12-25 01:16:16,893 - pyskl - INFO - Epoch [33][700/2353] lr: 2.225e-02, eta: 17:41:56, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 2.2554, loss: 2.2554 2023-12-25 01:16:39,787 - pyskl - INFO - Epoch [33][800/2353] lr: 2.224e-02, eta: 17:41:33, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9744, loss_cls: 2.2548, loss: 2.2548 2023-12-25 01:17:02,672 - pyskl - INFO - Epoch [33][900/2353] lr: 2.223e-02, eta: 17:41:10, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9669, loss_cls: 2.2972, loss: 2.2972 2023-12-25 01:17:25,552 - pyskl - INFO - Epoch [33][1000/2353] lr: 2.223e-02, eta: 17:40:46, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 2.2221, loss: 2.2221 2023-12-25 01:17:48,351 - pyskl - INFO - Epoch [33][1100/2353] lr: 2.222e-02, eta: 17:40:22, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 2.3114, loss: 2.3114 2023-12-25 01:18:11,159 - pyskl - INFO - Epoch [33][1200/2353] lr: 2.221e-02, eta: 17:39:59, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 2.3253, loss: 2.3253 2023-12-25 01:18:34,116 - pyskl - INFO - Epoch [33][1300/2353] lr: 2.221e-02, eta: 17:39:35, time: 0.230, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 2.2593, loss: 2.2593 2023-12-25 01:18:56,982 - pyskl - INFO - Epoch [33][1400/2353] lr: 2.220e-02, eta: 17:39:12, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 2.2748, loss: 2.2748 2023-12-25 01:19:19,779 - pyskl - INFO - Epoch [33][1500/2353] lr: 2.219e-02, eta: 17:38:48, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 2.2844, loss: 2.2844 2023-12-25 01:19:42,440 - pyskl - INFO - Epoch [33][1600/2353] lr: 2.218e-02, eta: 17:38:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 2.2602, loss: 2.2602 2023-12-25 01:20:05,275 - pyskl - INFO - Epoch [33][1700/2353] lr: 2.218e-02, eta: 17:38:00, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9644, loss_cls: 2.2963, loss: 2.2963 2023-12-25 01:20:28,194 - pyskl - INFO - Epoch [33][1800/2353] lr: 2.217e-02, eta: 17:37:37, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9769, loss_cls: 2.2420, loss: 2.2420 2023-12-25 01:20:51,084 - pyskl - INFO - Epoch [33][1900/2353] lr: 2.216e-02, eta: 17:37:14, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 2.2662, loss: 2.2662 2023-12-25 01:21:13,734 - pyskl - INFO - Epoch [33][2000/2353] lr: 2.216e-02, eta: 17:36:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 2.2728, loss: 2.2728 2023-12-25 01:21:36,547 - pyskl - INFO - Epoch [33][2100/2353] lr: 2.215e-02, eta: 17:36:26, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 2.2896, loss: 2.2896 2023-12-25 01:21:59,190 - pyskl - INFO - Epoch [33][2200/2353] lr: 2.214e-02, eta: 17:36:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 2.2377, loss: 2.2377 2023-12-25 01:22:21,782 - pyskl - INFO - Epoch [33][2300/2353] lr: 2.214e-02, eta: 17:35:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 2.3012, loss: 2.3012 2023-12-25 01:22:34,616 - pyskl - INFO - Saving checkpoint at 33 epochs 2023-12-25 01:24:04,707 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 01:24:04,796 - pyskl - INFO - top1_acc 0.8100 top5_acc 0.9745 2023-12-25 01:24:04,800 - pyskl - INFO - Epoch(val) [33][1184] top1_acc: 0.8100, top5_acc: 0.9745 2023-12-25 01:24:46,986 - pyskl - INFO - Epoch [34][100/2353] lr: 2.212e-02, eta: 17:35:26, time: 0.422, data_time: 0.192, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 2.2423, loss: 2.2423 2023-12-25 01:25:09,890 - pyskl - INFO - Epoch [34][200/2353] lr: 2.212e-02, eta: 17:35:03, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 2.2223, loss: 2.2223 2023-12-25 01:25:32,735 - pyskl - INFO - Epoch [34][300/2353] lr: 2.211e-02, eta: 17:34:39, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 2.2184, loss: 2.2184 2023-12-25 01:25:55,774 - pyskl - INFO - Epoch [34][400/2353] lr: 2.210e-02, eta: 17:34:17, time: 0.230, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 2.2088, loss: 2.2088 2023-12-25 01:26:18,745 - pyskl - INFO - Epoch [34][500/2353] lr: 2.210e-02, eta: 17:33:53, time: 0.230, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9794, loss_cls: 2.2078, loss: 2.2078 2023-12-25 01:26:41,628 - pyskl - INFO - Epoch [34][600/2353] lr: 2.209e-02, eta: 17:33:30, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9706, loss_cls: 2.2883, loss: 2.2883 2023-12-25 01:27:04,665 - pyskl - INFO - Epoch [34][700/2353] lr: 2.208e-02, eta: 17:33:07, time: 0.230, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 2.2341, loss: 2.2341 2023-12-25 01:27:27,532 - pyskl - INFO - Epoch [34][800/2353] lr: 2.207e-02, eta: 17:32:43, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 2.2855, loss: 2.2855 2023-12-25 01:27:50,708 - pyskl - INFO - Epoch [34][900/2353] lr: 2.207e-02, eta: 17:32:21, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 2.2697, loss: 2.2697 2023-12-25 01:28:13,592 - pyskl - INFO - Epoch [34][1000/2353] lr: 2.206e-02, eta: 17:31:58, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9700, loss_cls: 2.2884, loss: 2.2884 2023-12-25 01:28:36,363 - pyskl - INFO - Epoch [34][1100/2353] lr: 2.205e-02, eta: 17:31:34, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 2.2983, loss: 2.2983 2023-12-25 01:28:59,109 - pyskl - INFO - Epoch [34][1200/2353] lr: 2.205e-02, eta: 17:31:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 2.2952, loss: 2.2952 2023-12-25 01:29:22,122 - pyskl - INFO - Epoch [34][1300/2353] lr: 2.204e-02, eta: 17:30:47, time: 0.230, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 2.2788, loss: 2.2788 2023-12-25 01:29:45,120 - pyskl - INFO - Epoch [34][1400/2353] lr: 2.203e-02, eta: 17:30:24, time: 0.230, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 2.2218, loss: 2.2218 2023-12-25 01:30:07,945 - pyskl - INFO - Epoch [34][1500/2353] lr: 2.202e-02, eta: 17:30:00, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 2.2341, loss: 2.2341 2023-12-25 01:30:30,866 - pyskl - INFO - Epoch [34][1600/2353] lr: 2.202e-02, eta: 17:29:37, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 2.2768, loss: 2.2768 2023-12-25 01:30:53,767 - pyskl - INFO - Epoch [34][1700/2353] lr: 2.201e-02, eta: 17:29:13, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 2.3040, loss: 2.3040 2023-12-25 01:31:16,639 - pyskl - INFO - Epoch [34][1800/2353] lr: 2.200e-02, eta: 17:28:50, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9700, loss_cls: 2.3090, loss: 2.3090 2023-12-25 01:31:39,665 - pyskl - INFO - Epoch [34][1900/2353] lr: 2.200e-02, eta: 17:28:27, time: 0.230, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 2.3091, loss: 2.3091 2023-12-25 01:32:02,813 - pyskl - INFO - Epoch [34][2000/2353] lr: 2.199e-02, eta: 17:28:04, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 2.2594, loss: 2.2594 2023-12-25 01:32:25,659 - pyskl - INFO - Epoch [34][2100/2353] lr: 2.198e-02, eta: 17:27:41, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 2.2756, loss: 2.2756 2023-12-25 01:32:48,531 - pyskl - INFO - Epoch [34][2200/2353] lr: 2.197e-02, eta: 17:27:17, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 2.2664, loss: 2.2664 2023-12-25 01:33:11,261 - pyskl - INFO - Epoch [34][2300/2353] lr: 2.197e-02, eta: 17:26:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9644, loss_cls: 2.2818, loss: 2.2818 2023-12-25 01:33:24,003 - pyskl - INFO - Saving checkpoint at 34 epochs 2023-12-25 01:34:53,778 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 01:34:53,864 - pyskl - INFO - top1_acc 0.8431 top5_acc 0.9802 2023-12-25 01:34:53,868 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_28.pth was removed 2023-12-25 01:34:54,014 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_34.pth. 2023-12-25 01:34:54,014 - pyskl - INFO - Best top1_acc is 0.8431 at 34 epoch. 2023-12-25 01:34:54,018 - pyskl - INFO - Epoch(val) [34][1184] top1_acc: 0.8431, top5_acc: 0.9802 2023-12-25 01:35:36,275 - pyskl - INFO - Epoch [35][100/2353] lr: 2.196e-02, eta: 17:26:42, time: 0.423, data_time: 0.193, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9794, loss_cls: 2.2186, loss: 2.2186 2023-12-25 01:35:59,027 - pyskl - INFO - Epoch [35][200/2353] lr: 2.195e-02, eta: 17:26:18, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 2.2912, loss: 2.2912 2023-12-25 01:36:21,740 - pyskl - INFO - Epoch [35][300/2353] lr: 2.194e-02, eta: 17:25:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 2.1955, loss: 2.1955 2023-12-25 01:36:44,794 - pyskl - INFO - Epoch [35][400/2353] lr: 2.193e-02, eta: 17:25:31, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 2.2363, loss: 2.2363 2023-12-25 01:37:07,651 - pyskl - INFO - Epoch [35][500/2353] lr: 2.193e-02, eta: 17:25:08, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 2.2475, loss: 2.2475 2023-12-25 01:37:30,407 - pyskl - INFO - Epoch [35][600/2353] lr: 2.192e-02, eta: 17:24:44, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 2.2121, loss: 2.2121 2023-12-25 01:37:53,339 - pyskl - INFO - Epoch [35][700/2353] lr: 2.191e-02, eta: 17:24:21, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 2.2932, loss: 2.2932 2023-12-25 01:38:16,157 - pyskl - INFO - Epoch [35][800/2353] lr: 2.190e-02, eta: 17:23:57, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 2.2651, loss: 2.2651 2023-12-25 01:38:38,867 - pyskl - INFO - Epoch [35][900/2353] lr: 2.190e-02, eta: 17:23:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 2.2261, loss: 2.2261 2023-12-25 01:39:01,653 - pyskl - INFO - Epoch [35][1000/2353] lr: 2.189e-02, eta: 17:23:09, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9712, loss_cls: 2.2934, loss: 2.2934 2023-12-25 01:39:24,353 - pyskl - INFO - Epoch [35][1100/2353] lr: 2.188e-02, eta: 17:22:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9762, loss_cls: 2.2948, loss: 2.2948 2023-12-25 01:39:46,979 - pyskl - INFO - Epoch [35][1200/2353] lr: 2.187e-02, eta: 17:22:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 2.2885, loss: 2.2885 2023-12-25 01:40:09,581 - pyskl - INFO - Epoch [35][1300/2353] lr: 2.187e-02, eta: 17:21:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 2.2463, loss: 2.2463 2023-12-25 01:40:32,383 - pyskl - INFO - Epoch [35][1400/2353] lr: 2.186e-02, eta: 17:21:33, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9756, loss_cls: 2.2146, loss: 2.2146 2023-12-25 01:40:55,078 - pyskl - INFO - Epoch [35][1500/2353] lr: 2.185e-02, eta: 17:21:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9738, loss_cls: 2.2490, loss: 2.2490 2023-12-25 01:41:17,906 - pyskl - INFO - Epoch [35][1600/2353] lr: 2.185e-02, eta: 17:20:45, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9769, loss_cls: 2.2400, loss: 2.2400 2023-12-25 01:41:40,819 - pyskl - INFO - Epoch [35][1700/2353] lr: 2.184e-02, eta: 17:20:21, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 2.2570, loss: 2.2570 2023-12-25 01:42:03,724 - pyskl - INFO - Epoch [35][1800/2353] lr: 2.183e-02, eta: 17:19:58, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 2.2774, loss: 2.2774 2023-12-25 01:42:26,395 - pyskl - INFO - Epoch [35][1900/2353] lr: 2.182e-02, eta: 17:19:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 2.3283, loss: 2.3283 2023-12-25 01:42:49,138 - pyskl - INFO - Epoch [35][2000/2353] lr: 2.182e-02, eta: 17:19:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 2.3169, loss: 2.3169 2023-12-25 01:43:12,047 - pyskl - INFO - Epoch [35][2100/2353] lr: 2.181e-02, eta: 17:18:47, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 2.2710, loss: 2.2710 2023-12-25 01:43:34,956 - pyskl - INFO - Epoch [35][2200/2353] lr: 2.180e-02, eta: 17:18:23, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 2.2714, loss: 2.2714 2023-12-25 01:43:57,737 - pyskl - INFO - Epoch [35][2300/2353] lr: 2.179e-02, eta: 17:18:00, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 2.2904, loss: 2.2904 2023-12-25 01:44:10,422 - pyskl - INFO - Saving checkpoint at 35 epochs 2023-12-25 01:45:39,635 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 01:45:39,719 - pyskl - INFO - top1_acc 0.8077 top5_acc 0.9724 2023-12-25 01:45:39,724 - pyskl - INFO - Epoch(val) [35][1184] top1_acc: 0.8077, top5_acc: 0.9724 2023-12-25 01:46:22,613 - pyskl - INFO - Epoch [36][100/2353] lr: 2.178e-02, eta: 17:17:50, time: 0.429, data_time: 0.200, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 2.1788, loss: 2.1788 2023-12-25 01:46:45,451 - pyskl - INFO - Epoch [36][200/2353] lr: 2.177e-02, eta: 17:17:26, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 2.2669, loss: 2.2669 2023-12-25 01:47:08,441 - pyskl - INFO - Epoch [36][300/2353] lr: 2.177e-02, eta: 17:17:03, time: 0.230, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 2.2857, loss: 2.2857 2023-12-25 01:47:31,353 - pyskl - INFO - Epoch [36][400/2353] lr: 2.176e-02, eta: 17:16:39, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 2.2331, loss: 2.2331 2023-12-25 01:47:54,454 - pyskl - INFO - Epoch [36][500/2353] lr: 2.175e-02, eta: 17:16:17, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 2.2296, loss: 2.2296 2023-12-25 01:48:17,205 - pyskl - INFO - Epoch [36][600/2353] lr: 2.174e-02, eta: 17:15:53, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 2.2325, loss: 2.2325 2023-12-25 01:48:40,095 - pyskl - INFO - Epoch [36][700/2353] lr: 2.174e-02, eta: 17:15:29, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 2.1754, loss: 2.1754 2023-12-25 01:49:03,257 - pyskl - INFO - Epoch [36][800/2353] lr: 2.173e-02, eta: 17:15:07, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 2.2441, loss: 2.2441 2023-12-25 01:49:26,352 - pyskl - INFO - Epoch [36][900/2353] lr: 2.172e-02, eta: 17:14:44, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9600, loss_cls: 2.2678, loss: 2.2678 2023-12-25 01:49:49,315 - pyskl - INFO - Epoch [36][1000/2353] lr: 2.171e-02, eta: 17:14:21, time: 0.230, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 2.3020, loss: 2.3020 2023-12-25 01:50:12,320 - pyskl - INFO - Epoch [36][1100/2353] lr: 2.171e-02, eta: 17:13:58, time: 0.230, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 2.2661, loss: 2.2661 2023-12-25 01:50:35,232 - pyskl - INFO - Epoch [36][1200/2353] lr: 2.170e-02, eta: 17:13:34, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9762, loss_cls: 2.2033, loss: 2.2033 2023-12-25 01:50:57,992 - pyskl - INFO - Epoch [36][1300/2353] lr: 2.169e-02, eta: 17:13:10, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 2.2946, loss: 2.2946 2023-12-25 01:51:20,734 - pyskl - INFO - Epoch [36][1400/2353] lr: 2.168e-02, eta: 17:12:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7750, top5_acc: 0.9613, loss_cls: 2.3424, loss: 2.3424 2023-12-25 01:51:43,437 - pyskl - INFO - Epoch [36][1500/2353] lr: 2.168e-02, eta: 17:12:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 2.2763, loss: 2.2763 2023-12-25 01:52:06,009 - pyskl - INFO - Epoch [36][1600/2353] lr: 2.167e-02, eta: 17:11:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 2.2885, loss: 2.2885 2023-12-25 01:52:28,641 - pyskl - INFO - Epoch [36][1700/2353] lr: 2.166e-02, eta: 17:11:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 2.2320, loss: 2.2320 2023-12-25 01:52:51,200 - pyskl - INFO - Epoch [36][1800/2353] lr: 2.165e-02, eta: 17:11:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9675, loss_cls: 2.2825, loss: 2.2825 2023-12-25 01:53:13,819 - pyskl - INFO - Epoch [36][1900/2353] lr: 2.165e-02, eta: 17:10:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 2.2415, loss: 2.2415 2023-12-25 01:53:36,317 - pyskl - INFO - Epoch [36][2000/2353] lr: 2.164e-02, eta: 17:10:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 2.3033, loss: 2.3033 2023-12-25 01:53:58,919 - pyskl - INFO - Epoch [36][2100/2353] lr: 2.163e-02, eta: 17:09:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 2.2553, loss: 2.2553 2023-12-25 01:54:21,541 - pyskl - INFO - Epoch [36][2200/2353] lr: 2.162e-02, eta: 17:09:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9756, loss_cls: 2.2421, loss: 2.2421 2023-12-25 01:54:44,229 - pyskl - INFO - Epoch [36][2300/2353] lr: 2.162e-02, eta: 17:09:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 2.3044, loss: 2.3044 2023-12-25 01:54:56,884 - pyskl - INFO - Saving checkpoint at 36 epochs 2023-12-25 01:56:25,715 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 01:56:25,801 - pyskl - INFO - top1_acc 0.7996 top5_acc 0.9749 2023-12-25 01:56:25,807 - pyskl - INFO - Epoch(val) [36][1184] top1_acc: 0.7996, top5_acc: 0.9749 2023-12-25 01:57:07,704 - pyskl - INFO - Epoch [37][100/2353] lr: 2.160e-02, eta: 17:08:54, time: 0.419, data_time: 0.192, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9706, loss_cls: 2.2674, loss: 2.2674 2023-12-25 01:57:30,272 - pyskl - INFO - Epoch [37][200/2353] lr: 2.160e-02, eta: 17:08:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9800, loss_cls: 2.2339, loss: 2.2339 2023-12-25 01:57:53,080 - pyskl - INFO - Epoch [37][300/2353] lr: 2.159e-02, eta: 17:08:05, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 2.2179, loss: 2.2179 2023-12-25 01:58:15,878 - pyskl - INFO - Epoch [37][400/2353] lr: 2.158e-02, eta: 17:07:42, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 2.1881, loss: 2.1881 2023-12-25 01:58:38,520 - pyskl - INFO - Epoch [37][500/2353] lr: 2.157e-02, eta: 17:07:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 2.2138, loss: 2.2138 2023-12-25 01:59:01,043 - pyskl - INFO - Epoch [37][600/2353] lr: 2.157e-02, eta: 17:06:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 2.2779, loss: 2.2779 2023-12-25 01:59:23,675 - pyskl - INFO - Epoch [37][700/2353] lr: 2.156e-02, eta: 17:06:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 2.2190, loss: 2.2190 2023-12-25 01:59:46,591 - pyskl - INFO - Epoch [37][800/2353] lr: 2.155e-02, eta: 17:06:05, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 2.3082, loss: 2.3082 2023-12-25 02:00:09,203 - pyskl - INFO - Epoch [37][900/2353] lr: 2.154e-02, eta: 17:05:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 2.2454, loss: 2.2454 2023-12-25 02:00:31,465 - pyskl - INFO - Epoch [37][1000/2353] lr: 2.154e-02, eta: 17:05:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9700, loss_cls: 2.2805, loss: 2.2805 2023-12-25 02:00:53,729 - pyskl - INFO - Epoch [37][1100/2353] lr: 2.153e-02, eta: 17:04:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 2.3002, loss: 2.3002 2023-12-25 02:01:16,060 - pyskl - INFO - Epoch [37][1200/2353] lr: 2.152e-02, eta: 17:04:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 2.2454, loss: 2.2454 2023-12-25 02:01:38,370 - pyskl - INFO - Epoch [37][1300/2353] lr: 2.151e-02, eta: 17:04:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9719, loss_cls: 2.2745, loss: 2.2745 2023-12-25 02:02:00,730 - pyskl - INFO - Epoch [37][1400/2353] lr: 2.150e-02, eta: 17:03:35, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9738, loss_cls: 2.2692, loss: 2.2692 2023-12-25 02:02:22,974 - pyskl - INFO - Epoch [37][1500/2353] lr: 2.150e-02, eta: 17:03:09, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9788, loss_cls: 2.2145, loss: 2.2145 2023-12-25 02:02:45,291 - pyskl - INFO - Epoch [37][1600/2353] lr: 2.149e-02, eta: 17:02:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 2.2075, loss: 2.2075 2023-12-25 02:03:07,609 - pyskl - INFO - Epoch [37][1700/2353] lr: 2.148e-02, eta: 17:02:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 2.3414, loss: 2.3414 2023-12-25 02:03:29,882 - pyskl - INFO - Epoch [37][1800/2353] lr: 2.147e-02, eta: 17:01:54, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 2.2651, loss: 2.2651 2023-12-25 02:03:52,144 - pyskl - INFO - Epoch [37][1900/2353] lr: 2.147e-02, eta: 17:01:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 2.2559, loss: 2.2559 2023-12-25 02:04:14,441 - pyskl - INFO - Epoch [37][2000/2353] lr: 2.146e-02, eta: 17:01:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 2.2305, loss: 2.2305 2023-12-25 02:04:36,753 - pyskl - INFO - Epoch [37][2100/2353] lr: 2.145e-02, eta: 17:00:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 2.2539, loss: 2.2539 2023-12-25 02:04:59,076 - pyskl - INFO - Epoch [37][2200/2353] lr: 2.144e-02, eta: 17:00:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9712, loss_cls: 2.2858, loss: 2.2858 2023-12-25 02:05:21,379 - pyskl - INFO - Epoch [37][2300/2353] lr: 2.144e-02, eta: 16:59:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 2.3018, loss: 2.3018 2023-12-25 02:05:33,699 - pyskl - INFO - Saving checkpoint at 37 epochs 2023-12-25 02:07:00,265 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 02:07:00,342 - pyskl - INFO - top1_acc 0.8370 top5_acc 0.9792 2023-12-25 02:07:00,346 - pyskl - INFO - Epoch(val) [37][1184] top1_acc: 0.8370, top5_acc: 0.9792 2023-12-25 02:07:39,925 - pyskl - INFO - Epoch [38][100/2353] lr: 2.142e-02, eta: 16:59:26, time: 0.396, data_time: 0.173, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 2.2119, loss: 2.2119 2023-12-25 02:08:02,221 - pyskl - INFO - Epoch [38][200/2353] lr: 2.142e-02, eta: 16:59:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 2.2149, loss: 2.2149 2023-12-25 02:08:24,514 - pyskl - INFO - Epoch [38][300/2353] lr: 2.141e-02, eta: 16:58:36, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9794, loss_cls: 2.1914, loss: 2.1914 2023-12-25 02:08:46,765 - pyskl - INFO - Epoch [38][400/2353] lr: 2.140e-02, eta: 16:58:10, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 2.2674, loss: 2.2674 2023-12-25 02:09:09,107 - pyskl - INFO - Epoch [38][500/2353] lr: 2.139e-02, eta: 16:57:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 2.2258, loss: 2.2258 2023-12-25 02:09:31,411 - pyskl - INFO - Epoch [38][600/2353] lr: 2.138e-02, eta: 16:57:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 2.2502, loss: 2.2502 2023-12-25 02:09:53,699 - pyskl - INFO - Epoch [38][700/2353] lr: 2.138e-02, eta: 16:56:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 2.2844, loss: 2.2844 2023-12-25 02:10:16,062 - pyskl - INFO - Epoch [38][800/2353] lr: 2.137e-02, eta: 16:56:30, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 2.2443, loss: 2.2443 2023-12-25 02:10:38,665 - pyskl - INFO - Epoch [38][900/2353] lr: 2.136e-02, eta: 16:56:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 2.2847, loss: 2.2847 2023-12-25 02:11:01,030 - pyskl - INFO - Epoch [38][1000/2353] lr: 2.135e-02, eta: 16:55:41, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9762, loss_cls: 2.2288, loss: 2.2288 2023-12-25 02:11:23,375 - pyskl - INFO - Epoch [38][1100/2353] lr: 2.134e-02, eta: 16:55:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9681, loss_cls: 2.2758, loss: 2.2758 2023-12-25 02:11:45,664 - pyskl - INFO - Epoch [38][1200/2353] lr: 2.134e-02, eta: 16:54:51, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 2.2505, loss: 2.2505 2023-12-25 02:12:07,950 - pyskl - INFO - Epoch [38][1300/2353] lr: 2.133e-02, eta: 16:54:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 2.2417, loss: 2.2417 2023-12-25 02:12:30,333 - pyskl - INFO - Epoch [38][1400/2353] lr: 2.132e-02, eta: 16:54:01, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9681, loss_cls: 2.2795, loss: 2.2795 2023-12-25 02:12:52,750 - pyskl - INFO - Epoch [38][1500/2353] lr: 2.131e-02, eta: 16:53:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9731, loss_cls: 2.2450, loss: 2.2450 2023-12-25 02:13:15,235 - pyskl - INFO - Epoch [38][1600/2353] lr: 2.131e-02, eta: 16:53:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 2.2383, loss: 2.2383 2023-12-25 02:13:37,716 - pyskl - INFO - Epoch [38][1700/2353] lr: 2.130e-02, eta: 16:52:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 2.2834, loss: 2.2834 2023-12-25 02:14:00,124 - pyskl - INFO - Epoch [38][1800/2353] lr: 2.129e-02, eta: 16:52:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9731, loss_cls: 2.2733, loss: 2.2733 2023-12-25 02:14:22,603 - pyskl - INFO - Epoch [38][1900/2353] lr: 2.128e-02, eta: 16:51:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9762, loss_cls: 2.2588, loss: 2.2588 2023-12-25 02:14:45,070 - pyskl - INFO - Epoch [38][2000/2353] lr: 2.127e-02, eta: 16:51:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 2.2696, loss: 2.2696 2023-12-25 02:15:07,511 - pyskl - INFO - Epoch [38][2100/2353] lr: 2.127e-02, eta: 16:51:08, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 2.3091, loss: 2.3091 2023-12-25 02:15:29,906 - pyskl - INFO - Epoch [38][2200/2353] lr: 2.126e-02, eta: 16:50:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 2.2026, loss: 2.2026 2023-12-25 02:15:52,270 - pyskl - INFO - Epoch [38][2300/2353] lr: 2.125e-02, eta: 16:50:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 2.2294, loss: 2.2294 2023-12-25 02:16:04,612 - pyskl - INFO - Saving checkpoint at 38 epochs 2023-12-25 02:17:31,702 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 02:17:31,781 - pyskl - INFO - top1_acc 0.8163 top5_acc 0.9779 2023-12-25 02:17:31,785 - pyskl - INFO - Epoch(val) [38][1184] top1_acc: 0.8163, top5_acc: 0.9779 2023-12-25 02:18:11,251 - pyskl - INFO - Epoch [39][100/2353] lr: 2.124e-02, eta: 16:49:56, time: 0.395, data_time: 0.172, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 2.1958, loss: 2.1958 2023-12-25 02:18:33,512 - pyskl - INFO - Epoch [39][200/2353] lr: 2.123e-02, eta: 16:49:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 2.2364, loss: 2.2364 2023-12-25 02:18:55,810 - pyskl - INFO - Epoch [39][300/2353] lr: 2.122e-02, eta: 16:49:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 2.2463, loss: 2.2463 2023-12-25 02:19:18,132 - pyskl - INFO - Epoch [39][400/2353] lr: 2.121e-02, eta: 16:48:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 2.2555, loss: 2.2555 2023-12-25 02:19:40,616 - pyskl - INFO - Epoch [39][500/2353] lr: 2.121e-02, eta: 16:48:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 2.2079, loss: 2.2079 2023-12-25 02:20:03,057 - pyskl - INFO - Epoch [39][600/2353] lr: 2.120e-02, eta: 16:47:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 2.2021, loss: 2.2021 2023-12-25 02:20:25,509 - pyskl - INFO - Epoch [39][700/2353] lr: 2.119e-02, eta: 16:47:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9688, loss_cls: 2.2984, loss: 2.2984 2023-12-25 02:20:47,930 - pyskl - INFO - Epoch [39][800/2353] lr: 2.118e-02, eta: 16:47:02, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 2.2331, loss: 2.2331 2023-12-25 02:21:10,414 - pyskl - INFO - Epoch [39][900/2353] lr: 2.117e-02, eta: 16:46:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 2.2499, loss: 2.2499 2023-12-25 02:21:32,772 - pyskl - INFO - Epoch [39][1000/2353] lr: 2.117e-02, eta: 16:46:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 2.2318, loss: 2.2318 2023-12-25 02:21:55,267 - pyskl - INFO - Epoch [39][1100/2353] lr: 2.116e-02, eta: 16:45:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 2.2845, loss: 2.2845 2023-12-25 02:22:17,645 - pyskl - INFO - Epoch [39][1200/2353] lr: 2.115e-02, eta: 16:45:24, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 2.2438, loss: 2.2438 2023-12-25 02:22:40,012 - pyskl - INFO - Epoch [39][1300/2353] lr: 2.114e-02, eta: 16:44:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 2.2549, loss: 2.2549 2023-12-25 02:23:02,436 - pyskl - INFO - Epoch [39][1400/2353] lr: 2.113e-02, eta: 16:44:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 2.2617, loss: 2.2617 2023-12-25 02:23:24,832 - pyskl - INFO - Epoch [39][1500/2353] lr: 2.113e-02, eta: 16:44:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 2.2054, loss: 2.2054 2023-12-25 02:23:47,270 - pyskl - INFO - Epoch [39][1600/2353] lr: 2.112e-02, eta: 16:43:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9794, loss_cls: 2.2297, loss: 2.2297 2023-12-25 02:24:09,624 - pyskl - INFO - Epoch [39][1700/2353] lr: 2.111e-02, eta: 16:43:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9644, loss_cls: 2.2438, loss: 2.2438 2023-12-25 02:24:31,955 - pyskl - INFO - Epoch [39][1800/2353] lr: 2.110e-02, eta: 16:42:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 2.2875, loss: 2.2875 2023-12-25 02:24:54,239 - pyskl - INFO - Epoch [39][1900/2353] lr: 2.109e-02, eta: 16:42:30, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 2.2413, loss: 2.2413 2023-12-25 02:25:16,491 - pyskl - INFO - Epoch [39][2000/2353] lr: 2.109e-02, eta: 16:42:05, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9675, loss_cls: 2.2256, loss: 2.2256 2023-12-25 02:25:38,745 - pyskl - INFO - Epoch [39][2100/2353] lr: 2.108e-02, eta: 16:41:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 2.2346, loss: 2.2346 2023-12-25 02:26:01,045 - pyskl - INFO - Epoch [39][2200/2353] lr: 2.107e-02, eta: 16:41:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9756, loss_cls: 2.2215, loss: 2.2215 2023-12-25 02:26:23,337 - pyskl - INFO - Epoch [39][2300/2353] lr: 2.106e-02, eta: 16:40:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 2.2487, loss: 2.2487 2023-12-25 02:26:35,679 - pyskl - INFO - Saving checkpoint at 39 epochs 2023-12-25 02:28:02,837 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 02:28:02,916 - pyskl - INFO - top1_acc 0.8470 top5_acc 0.9833 2023-12-25 02:28:02,920 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_34.pth was removed 2023-12-25 02:28:03,056 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. 2023-12-25 02:28:03,057 - pyskl - INFO - Best top1_acc is 0.8470 at 39 epoch. 2023-12-25 02:28:03,061 - pyskl - INFO - Epoch(val) [39][1184] top1_acc: 0.8470, top5_acc: 0.9833 2023-12-25 02:28:42,964 - pyskl - INFO - Epoch [40][100/2353] lr: 2.105e-02, eta: 16:40:28, time: 0.399, data_time: 0.175, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 2.1773, loss: 2.1773 2023-12-25 02:29:05,318 - pyskl - INFO - Epoch [40][200/2353] lr: 2.104e-02, eta: 16:40:04, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9769, loss_cls: 2.2157, loss: 2.2157 2023-12-25 02:29:27,867 - pyskl - INFO - Epoch [40][300/2353] lr: 2.103e-02, eta: 16:39:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 2.1691, loss: 2.1691 2023-12-25 02:29:50,303 - pyskl - INFO - Epoch [40][400/2353] lr: 2.102e-02, eta: 16:39:15, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9769, loss_cls: 2.2445, loss: 2.2445 2023-12-25 02:30:12,681 - pyskl - INFO - Epoch [40][500/2353] lr: 2.102e-02, eta: 16:38:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 2.2171, loss: 2.2171 2023-12-25 02:30:35,096 - pyskl - INFO - Epoch [40][600/2353] lr: 2.101e-02, eta: 16:38:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 2.2001, loss: 2.2001 2023-12-25 02:30:57,427 - pyskl - INFO - Epoch [40][700/2353] lr: 2.100e-02, eta: 16:38:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9775, loss_cls: 2.2135, loss: 2.2135 2023-12-25 02:31:19,770 - pyskl - INFO - Epoch [40][800/2353] lr: 2.099e-02, eta: 16:37:36, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 2.2009, loss: 2.2009 2023-12-25 02:31:42,215 - pyskl - INFO - Epoch [40][900/2353] lr: 2.098e-02, eta: 16:37:11, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9700, loss_cls: 2.2753, loss: 2.2753 2023-12-25 02:32:04,602 - pyskl - INFO - Epoch [40][1000/2353] lr: 2.098e-02, eta: 16:36:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 2.2036, loss: 2.2036 2023-12-25 02:32:26,984 - pyskl - INFO - Epoch [40][1100/2353] lr: 2.097e-02, eta: 16:36:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 2.2934, loss: 2.2934 2023-12-25 02:32:49,341 - pyskl - INFO - Epoch [40][1200/2353] lr: 2.096e-02, eta: 16:35:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 2.2602, loss: 2.2602 2023-12-25 02:33:11,756 - pyskl - INFO - Epoch [40][1300/2353] lr: 2.095e-02, eta: 16:35:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9706, loss_cls: 2.2752, loss: 2.2752 2023-12-25 02:33:34,080 - pyskl - INFO - Epoch [40][1400/2353] lr: 2.094e-02, eta: 16:35:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9694, loss_cls: 2.3021, loss: 2.3021 2023-12-25 02:33:56,370 - pyskl - INFO - Epoch [40][1500/2353] lr: 2.093e-02, eta: 16:34:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 2.2406, loss: 2.2406 2023-12-25 02:34:18,670 - pyskl - INFO - Epoch [40][1600/2353] lr: 2.093e-02, eta: 16:34:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 2.2084, loss: 2.2084 2023-12-25 02:34:40,950 - pyskl - INFO - Epoch [40][1700/2353] lr: 2.092e-02, eta: 16:33:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 2.2301, loss: 2.2301 2023-12-25 02:35:03,230 - pyskl - INFO - Epoch [40][1800/2353] lr: 2.091e-02, eta: 16:33:28, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 2.2833, loss: 2.2833 2023-12-25 02:35:25,498 - pyskl - INFO - Epoch [40][1900/2353] lr: 2.090e-02, eta: 16:33:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 2.2526, loss: 2.2526 2023-12-25 02:35:47,745 - pyskl - INFO - Epoch [40][2000/2353] lr: 2.089e-02, eta: 16:32:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 2.2704, loss: 2.2704 2023-12-25 02:36:10,060 - pyskl - INFO - Epoch [40][2100/2353] lr: 2.089e-02, eta: 16:32:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9644, loss_cls: 2.2722, loss: 2.2722 2023-12-25 02:36:32,384 - pyskl - INFO - Epoch [40][2200/2353] lr: 2.088e-02, eta: 16:31:49, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 2.2529, loss: 2.2529 2023-12-25 02:36:54,711 - pyskl - INFO - Epoch [40][2300/2353] lr: 2.087e-02, eta: 16:31:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9613, loss_cls: 2.2880, loss: 2.2880 2023-12-25 02:37:07,071 - pyskl - INFO - Saving checkpoint at 40 epochs 2023-12-25 02:38:34,457 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 02:38:34,537 - pyskl - INFO - top1_acc 0.8379 top5_acc 0.9825 2023-12-25 02:38:34,541 - pyskl - INFO - Epoch(val) [40][1184] top1_acc: 0.8379, top5_acc: 0.9825 2023-12-25 02:39:14,145 - pyskl - INFO - Epoch [41][100/2353] lr: 2.086e-02, eta: 16:31:01, time: 0.396, data_time: 0.172, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 2.1864, loss: 2.1864 2023-12-25 02:39:36,553 - pyskl - INFO - Epoch [41][200/2353] lr: 2.085e-02, eta: 16:30:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9706, loss_cls: 2.1886, loss: 2.1886 2023-12-25 02:39:58,997 - pyskl - INFO - Epoch [41][300/2353] lr: 2.084e-02, eta: 16:30:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9775, loss_cls: 2.2313, loss: 2.2313 2023-12-25 02:40:21,326 - pyskl - INFO - Epoch [41][400/2353] lr: 2.083e-02, eta: 16:29:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 2.2417, loss: 2.2417 2023-12-25 02:40:43,693 - pyskl - INFO - Epoch [41][500/2353] lr: 2.082e-02, eta: 16:29:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 2.2560, loss: 2.2560 2023-12-25 02:41:05,975 - pyskl - INFO - Epoch [41][600/2353] lr: 2.081e-02, eta: 16:28:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 2.2298, loss: 2.2298 2023-12-25 02:41:28,202 - pyskl - INFO - Epoch [41][700/2353] lr: 2.081e-02, eta: 16:28:32, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9694, loss_cls: 2.3053, loss: 2.3053 2023-12-25 02:41:50,369 - pyskl - INFO - Epoch [41][800/2353] lr: 2.080e-02, eta: 16:28:07, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9825, loss_cls: 2.2179, loss: 2.2179 2023-12-25 02:42:12,597 - pyskl - INFO - Epoch [41][900/2353] lr: 2.079e-02, eta: 16:27:42, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 2.2796, loss: 2.2796 2023-12-25 02:42:34,835 - pyskl - INFO - Epoch [41][1000/2353] lr: 2.078e-02, eta: 16:27:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 2.2117, loss: 2.2117 2023-12-25 02:42:57,032 - pyskl - INFO - Epoch [41][1100/2353] lr: 2.077e-02, eta: 16:26:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 2.2447, loss: 2.2447 2023-12-25 02:43:19,250 - pyskl - INFO - Epoch [41][1200/2353] lr: 2.076e-02, eta: 16:26:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 2.2303, loss: 2.2303 2023-12-25 02:43:41,495 - pyskl - INFO - Epoch [41][1300/2353] lr: 2.076e-02, eta: 16:26:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 2.2756, loss: 2.2756 2023-12-25 02:44:03,727 - pyskl - INFO - Epoch [41][1400/2353] lr: 2.075e-02, eta: 16:25:37, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 2.2418, loss: 2.2418 2023-12-25 02:44:25,972 - pyskl - INFO - Epoch [41][1500/2353] lr: 2.074e-02, eta: 16:25:12, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 2.2600, loss: 2.2600 2023-12-25 02:44:48,237 - pyskl - INFO - Epoch [41][1600/2353] lr: 2.073e-02, eta: 16:24:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 2.2320, loss: 2.2320 2023-12-25 02:45:10,564 - pyskl - INFO - Epoch [41][1700/2353] lr: 2.072e-02, eta: 16:24:23, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 2.2685, loss: 2.2685 2023-12-25 02:45:32,899 - pyskl - INFO - Epoch [41][1800/2353] lr: 2.071e-02, eta: 16:23:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 2.2046, loss: 2.2046 2023-12-25 02:45:55,226 - pyskl - INFO - Epoch [41][1900/2353] lr: 2.071e-02, eta: 16:23:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9738, loss_cls: 2.2604, loss: 2.2604 2023-12-25 02:46:17,572 - pyskl - INFO - Epoch [41][2000/2353] lr: 2.070e-02, eta: 16:23:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 2.1775, loss: 2.1775 2023-12-25 02:46:39,850 - pyskl - INFO - Epoch [41][2100/2353] lr: 2.069e-02, eta: 16:22:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 2.2512, loss: 2.2512 2023-12-25 02:47:02,134 - pyskl - INFO - Epoch [41][2200/2353] lr: 2.068e-02, eta: 16:22:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 2.2329, loss: 2.2329 2023-12-25 02:47:24,419 - pyskl - INFO - Epoch [41][2300/2353] lr: 2.067e-02, eta: 16:21:54, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9794, loss_cls: 2.2203, loss: 2.2203 2023-12-25 02:47:36,785 - pyskl - INFO - Saving checkpoint at 41 epochs 2023-12-25 02:49:03,608 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 02:49:03,687 - pyskl - INFO - top1_acc 0.8387 top5_acc 0.9819 2023-12-25 02:49:03,691 - pyskl - INFO - Epoch(val) [41][1184] top1_acc: 0.8387, top5_acc: 0.9819 2023-12-25 02:49:43,324 - pyskl - INFO - Epoch [42][100/2353] lr: 2.066e-02, eta: 16:21:31, time: 0.396, data_time: 0.173, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 2.2154, loss: 2.2154 2023-12-25 02:50:05,556 - pyskl - INFO - Epoch [42][200/2353] lr: 2.065e-02, eta: 16:21:06, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 2.1921, loss: 2.1921 2023-12-25 02:50:27,786 - pyskl - INFO - Epoch [42][300/2353] lr: 2.064e-02, eta: 16:20:41, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 2.2125, loss: 2.2125 2023-12-25 02:50:49,999 - pyskl - INFO - Epoch [42][400/2353] lr: 2.063e-02, eta: 16:20:16, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 2.1792, loss: 2.1792 2023-12-25 02:51:12,224 - pyskl - INFO - Epoch [42][500/2353] lr: 2.063e-02, eta: 16:19:51, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 2.2422, loss: 2.2422 2023-12-25 02:51:34,490 - pyskl - INFO - Epoch [42][600/2353] lr: 2.062e-02, eta: 16:19:27, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 2.2175, loss: 2.2175 2023-12-25 02:51:56,900 - pyskl - INFO - Epoch [42][700/2353] lr: 2.061e-02, eta: 16:19:02, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 2.2527, loss: 2.2527 2023-12-25 02:52:19,318 - pyskl - INFO - Epoch [42][800/2353] lr: 2.060e-02, eta: 16:18:38, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 2.2021, loss: 2.2021 2023-12-25 02:52:41,703 - pyskl - INFO - Epoch [42][900/2353] lr: 2.059e-02, eta: 16:18:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 2.2471, loss: 2.2471 2023-12-25 02:53:04,152 - pyskl - INFO - Epoch [42][1000/2353] lr: 2.058e-02, eta: 16:17:49, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 2.2850, loss: 2.2850 2023-12-25 02:53:26,533 - pyskl - INFO - Epoch [42][1100/2353] lr: 2.057e-02, eta: 16:17:24, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9819, loss_cls: 2.1729, loss: 2.1729 2023-12-25 02:53:48,812 - pyskl - INFO - Epoch [42][1200/2353] lr: 2.057e-02, eta: 16:17:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9806, loss_cls: 2.1916, loss: 2.1916 2023-12-25 02:54:11,136 - pyskl - INFO - Epoch [42][1300/2353] lr: 2.056e-02, eta: 16:16:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 2.2080, loss: 2.2080 2023-12-25 02:54:33,477 - pyskl - INFO - Epoch [42][1400/2353] lr: 2.055e-02, eta: 16:16:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 2.2293, loss: 2.2293 2023-12-25 02:54:55,821 - pyskl - INFO - Epoch [42][1500/2353] lr: 2.054e-02, eta: 16:15:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 2.2829, loss: 2.2829 2023-12-25 02:55:18,147 - pyskl - INFO - Epoch [42][1600/2353] lr: 2.053e-02, eta: 16:15:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 2.2063, loss: 2.2063 2023-12-25 02:55:40,585 - pyskl - INFO - Epoch [42][1700/2353] lr: 2.052e-02, eta: 16:14:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 2.2292, loss: 2.2292 2023-12-25 02:56:02,951 - pyskl - INFO - Epoch [42][1800/2353] lr: 2.052e-02, eta: 16:14:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 2.2473, loss: 2.2473 2023-12-25 02:56:25,346 - pyskl - INFO - Epoch [42][1900/2353] lr: 2.051e-02, eta: 16:14:08, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 2.2653, loss: 2.2653 2023-12-25 02:56:47,628 - pyskl - INFO - Epoch [42][2000/2353] lr: 2.050e-02, eta: 16:13:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 2.3020, loss: 2.3020 2023-12-25 02:57:09,884 - pyskl - INFO - Epoch [42][2100/2353] lr: 2.049e-02, eta: 16:13:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 2.1991, loss: 2.1991 2023-12-25 02:57:32,187 - pyskl - INFO - Epoch [42][2200/2353] lr: 2.048e-02, eta: 16:12:54, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 2.2366, loss: 2.2366 2023-12-25 02:57:54,533 - pyskl - INFO - Epoch [42][2300/2353] lr: 2.047e-02, eta: 16:12:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 2.2427, loss: 2.2427 2023-12-25 02:58:06,896 - pyskl - INFO - Saving checkpoint at 42 epochs 2023-12-25 02:59:33,544 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 02:59:33,623 - pyskl - INFO - top1_acc 0.8581 top5_acc 0.9855 2023-12-25 02:59:33,627 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_39.pth was removed 2023-12-25 02:59:33,764 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. 2023-12-25 02:59:33,764 - pyskl - INFO - Best top1_acc is 0.8581 at 42 epoch. 2023-12-25 02:59:33,768 - pyskl - INFO - Epoch(val) [42][1184] top1_acc: 0.8581, top5_acc: 0.9855 2023-12-25 03:00:13,902 - pyskl - INFO - Epoch [43][100/2353] lr: 2.046e-02, eta: 16:12:07, time: 0.401, data_time: 0.178, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 2.1624, loss: 2.1624 2023-12-25 03:00:36,143 - pyskl - INFO - Epoch [43][200/2353] lr: 2.045e-02, eta: 16:11:42, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9769, loss_cls: 2.2285, loss: 2.2285 2023-12-25 03:00:58,414 - pyskl - INFO - Epoch [43][300/2353] lr: 2.044e-02, eta: 16:11:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 2.2570, loss: 2.2570 2023-12-25 03:01:20,728 - pyskl - INFO - Epoch [43][400/2353] lr: 2.043e-02, eta: 16:10:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 2.2587, loss: 2.2587 2023-12-25 03:01:42,957 - pyskl - INFO - Epoch [43][500/2353] lr: 2.042e-02, eta: 16:10:28, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9844, loss_cls: 2.1875, loss: 2.1875 2023-12-25 03:02:05,299 - pyskl - INFO - Epoch [43][600/2353] lr: 2.042e-02, eta: 16:10:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 2.2359, loss: 2.2359 2023-12-25 03:02:27,620 - pyskl - INFO - Epoch [43][700/2353] lr: 2.041e-02, eta: 16:09:39, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 2.2625, loss: 2.2625 2023-12-25 03:02:49,997 - pyskl - INFO - Epoch [43][800/2353] lr: 2.040e-02, eta: 16:09:15, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 2.2185, loss: 2.2185 2023-12-25 03:03:12,349 - pyskl - INFO - Epoch [43][900/2353] lr: 2.039e-02, eta: 16:08:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9650, loss_cls: 2.2325, loss: 2.2325 2023-12-25 03:03:34,704 - pyskl - INFO - Epoch [43][1000/2353] lr: 2.038e-02, eta: 16:08:26, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9762, loss_cls: 2.2240, loss: 2.2240 2023-12-25 03:03:57,066 - pyskl - INFO - Epoch [43][1100/2353] lr: 2.037e-02, eta: 16:08:01, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 2.2397, loss: 2.2397 2023-12-25 03:04:19,475 - pyskl - INFO - Epoch [43][1200/2353] lr: 2.036e-02, eta: 16:07:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 2.1476, loss: 2.1476 2023-12-25 03:04:41,851 - pyskl - INFO - Epoch [43][1300/2353] lr: 2.036e-02, eta: 16:07:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 2.2585, loss: 2.2585 2023-12-25 03:05:04,279 - pyskl - INFO - Epoch [43][1400/2353] lr: 2.035e-02, eta: 16:06:48, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 2.1897, loss: 2.1897 2023-12-25 03:05:26,623 - pyskl - INFO - Epoch [43][1500/2353] lr: 2.034e-02, eta: 16:06:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 2.2119, loss: 2.2119 2023-12-25 03:05:48,907 - pyskl - INFO - Epoch [43][1600/2353] lr: 2.033e-02, eta: 16:05:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 2.2404, loss: 2.2404 2023-12-25 03:06:11,201 - pyskl - INFO - Epoch [43][1700/2353] lr: 2.032e-02, eta: 16:05:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 2.2159, loss: 2.2159 2023-12-25 03:06:33,709 - pyskl - INFO - Epoch [43][1800/2353] lr: 2.031e-02, eta: 16:05:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 2.2323, loss: 2.2323 2023-12-25 03:06:56,145 - pyskl - INFO - Epoch [43][1900/2353] lr: 2.030e-02, eta: 16:04:46, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 2.2400, loss: 2.2400 2023-12-25 03:07:18,512 - pyskl - INFO - Epoch [43][2000/2353] lr: 2.030e-02, eta: 16:04:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9762, loss_cls: 2.2271, loss: 2.2271 2023-12-25 03:07:41,005 - pyskl - INFO - Epoch [43][2100/2353] lr: 2.029e-02, eta: 16:03:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 2.2404, loss: 2.2404 2023-12-25 03:08:03,283 - pyskl - INFO - Epoch [43][2200/2353] lr: 2.028e-02, eta: 16:03:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9769, loss_cls: 2.2200, loss: 2.2200 2023-12-25 03:08:25,525 - pyskl - INFO - Epoch [43][2300/2353] lr: 2.027e-02, eta: 16:03:08, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9781, loss_cls: 2.2340, loss: 2.2340 2023-12-25 03:08:37,890 - pyskl - INFO - Saving checkpoint at 43 epochs 2023-12-25 03:10:04,757 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 03:10:04,835 - pyskl - INFO - top1_acc 0.8281 top5_acc 0.9766 2023-12-25 03:10:04,839 - pyskl - INFO - Epoch(val) [43][1184] top1_acc: 0.8281, top5_acc: 0.9766 2023-12-25 03:10:45,199 - pyskl - INFO - Epoch [44][100/2353] lr: 2.026e-02, eta: 16:02:46, time: 0.404, data_time: 0.179, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 2.1746, loss: 2.1746 2023-12-25 03:11:07,570 - pyskl - INFO - Epoch [44][200/2353] lr: 2.025e-02, eta: 16:02:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 2.2143, loss: 2.2143 2023-12-25 03:11:29,934 - pyskl - INFO - Epoch [44][300/2353] lr: 2.024e-02, eta: 16:01:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9669, loss_cls: 2.2163, loss: 2.2163 2023-12-25 03:11:52,340 - pyskl - INFO - Epoch [44][400/2353] lr: 2.023e-02, eta: 16:01:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9794, loss_cls: 2.2063, loss: 2.2063 2023-12-25 03:12:14,796 - pyskl - INFO - Epoch [44][500/2353] lr: 2.022e-02, eta: 16:01:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9806, loss_cls: 2.1961, loss: 2.1961 2023-12-25 03:12:37,212 - pyskl - INFO - Epoch [44][600/2353] lr: 2.021e-02, eta: 16:00:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 2.1849, loss: 2.1849 2023-12-25 03:12:59,649 - pyskl - INFO - Epoch [44][700/2353] lr: 2.020e-02, eta: 16:00:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 2.2152, loss: 2.2152 2023-12-25 03:13:21,979 - pyskl - INFO - Epoch [44][800/2353] lr: 2.019e-02, eta: 15:59:56, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9738, loss_cls: 2.2677, loss: 2.2677 2023-12-25 03:13:44,272 - pyskl - INFO - Epoch [44][900/2353] lr: 2.019e-02, eta: 15:59:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 2.2675, loss: 2.2675 2023-12-25 03:14:06,625 - pyskl - INFO - Epoch [44][1000/2353] lr: 2.018e-02, eta: 15:59:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 2.2114, loss: 2.2114 2023-12-25 03:14:28,912 - pyskl - INFO - Epoch [44][1100/2353] lr: 2.017e-02, eta: 15:58:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 2.2174, loss: 2.2174 2023-12-25 03:14:51,340 - pyskl - INFO - Epoch [44][1200/2353] lr: 2.016e-02, eta: 15:58:18, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 2.2190, loss: 2.2190 2023-12-25 03:15:13,739 - pyskl - INFO - Epoch [44][1300/2353] lr: 2.015e-02, eta: 15:57:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 2.2580, loss: 2.2580 2023-12-25 03:15:36,113 - pyskl - INFO - Epoch [44][1400/2353] lr: 2.014e-02, eta: 15:57:29, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 2.2411, loss: 2.2411 2023-12-25 03:15:58,599 - pyskl - INFO - Epoch [44][1500/2353] lr: 2.013e-02, eta: 15:57:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 2.2677, loss: 2.2677 2023-12-25 03:16:20,968 - pyskl - INFO - Epoch [44][1600/2353] lr: 2.012e-02, eta: 15:56:41, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9731, loss_cls: 2.2421, loss: 2.2421 2023-12-25 03:16:43,276 - pyskl - INFO - Epoch [44][1700/2353] lr: 2.012e-02, eta: 15:56:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 2.2750, loss: 2.2750 2023-12-25 03:17:05,608 - pyskl - INFO - Epoch [44][1800/2353] lr: 2.011e-02, eta: 15:55:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 2.1975, loss: 2.1975 2023-12-25 03:17:27,931 - pyskl - INFO - Epoch [44][1900/2353] lr: 2.010e-02, eta: 15:55:28, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 2.1926, loss: 2.1926 2023-12-25 03:17:50,227 - pyskl - INFO - Epoch [44][2000/2353] lr: 2.009e-02, eta: 15:55:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 2.2225, loss: 2.2225 2023-12-25 03:18:12,563 - pyskl - INFO - Epoch [44][2100/2353] lr: 2.008e-02, eta: 15:54:39, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 2.2213, loss: 2.2213 2023-12-25 03:18:34,893 - pyskl - INFO - Epoch [44][2200/2353] lr: 2.007e-02, eta: 15:54:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 2.2374, loss: 2.2374 2023-12-25 03:18:57,292 - pyskl - INFO - Epoch [44][2300/2353] lr: 2.006e-02, eta: 15:53:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 2.1780, loss: 2.1780 2023-12-25 03:19:09,679 - pyskl - INFO - Saving checkpoint at 44 epochs 2023-12-25 03:20:36,766 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 03:20:36,846 - pyskl - INFO - top1_acc 0.8366 top5_acc 0.9782 2023-12-25 03:20:36,851 - pyskl - INFO - Epoch(val) [44][1184] top1_acc: 0.8366, top5_acc: 0.9782 2023-12-25 03:21:17,033 - pyskl - INFO - Epoch [45][100/2353] lr: 2.005e-02, eta: 15:53:27, time: 0.402, data_time: 0.178, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 2.2038, loss: 2.2038 2023-12-25 03:21:39,338 - pyskl - INFO - Epoch [45][200/2353] lr: 2.004e-02, eta: 15:53:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 2.2208, loss: 2.2208 2023-12-25 03:22:01,833 - pyskl - INFO - Epoch [45][300/2353] lr: 2.003e-02, eta: 15:52:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 2.1873, loss: 2.1873 2023-12-25 03:22:24,149 - pyskl - INFO - Epoch [45][400/2353] lr: 2.002e-02, eta: 15:52:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 2.2262, loss: 2.2262 2023-12-25 03:22:46,479 - pyskl - INFO - Epoch [45][500/2353] lr: 2.001e-02, eta: 15:51:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 2.1707, loss: 2.1707 2023-12-25 03:23:08,888 - pyskl - INFO - Epoch [45][600/2353] lr: 2.000e-02, eta: 15:51:26, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9706, loss_cls: 2.2582, loss: 2.2582 2023-12-25 03:23:31,245 - pyskl - INFO - Epoch [45][700/2353] lr: 2.000e-02, eta: 15:51:01, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 2.1941, loss: 2.1941 2023-12-25 03:23:53,595 - pyskl - INFO - Epoch [45][800/2353] lr: 1.999e-02, eta: 15:50:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 2.2043, loss: 2.2043 2023-12-25 03:24:16,042 - pyskl - INFO - Epoch [45][900/2353] lr: 1.998e-02, eta: 15:50:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9669, loss_cls: 2.2008, loss: 2.2008 2023-12-25 03:24:38,511 - pyskl - INFO - Epoch [45][1000/2353] lr: 1.997e-02, eta: 15:49:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 2.1909, loss: 2.1909 2023-12-25 03:25:01,189 - pyskl - INFO - Epoch [45][1100/2353] lr: 1.996e-02, eta: 15:49:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 2.1948, loss: 2.1948 2023-12-25 03:25:23,771 - pyskl - INFO - Epoch [45][1200/2353] lr: 1.995e-02, eta: 15:49:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 2.2421, loss: 2.2421 2023-12-25 03:25:46,259 - pyskl - INFO - Epoch [45][1300/2353] lr: 1.994e-02, eta: 15:48:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 2.2331, loss: 2.2331 2023-12-25 03:26:08,731 - pyskl - INFO - Epoch [45][1400/2353] lr: 1.993e-02, eta: 15:48:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 2.2280, loss: 2.2280 2023-12-25 03:26:31,149 - pyskl - INFO - Epoch [45][1500/2353] lr: 1.992e-02, eta: 15:47:49, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 2.2247, loss: 2.2247 2023-12-25 03:26:53,634 - pyskl - INFO - Epoch [45][1600/2353] lr: 1.992e-02, eta: 15:47:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 2.2418, loss: 2.2418 2023-12-25 03:27:15,990 - pyskl - INFO - Epoch [45][1700/2353] lr: 1.991e-02, eta: 15:47:01, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 2.2408, loss: 2.2408 2023-12-25 03:27:38,417 - pyskl - INFO - Epoch [45][1800/2353] lr: 1.990e-02, eta: 15:46:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9725, loss_cls: 2.2505, loss: 2.2505 2023-12-25 03:28:00,855 - pyskl - INFO - Epoch [45][1900/2353] lr: 1.989e-02, eta: 15:46:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9788, loss_cls: 2.2355, loss: 2.2355 2023-12-25 03:28:23,259 - pyskl - INFO - Epoch [45][2000/2353] lr: 1.988e-02, eta: 15:45:48, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 2.1926, loss: 2.1926 2023-12-25 03:28:45,600 - pyskl - INFO - Epoch [45][2100/2353] lr: 1.987e-02, eta: 15:45:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9712, loss_cls: 2.2633, loss: 2.2633 2023-12-25 03:29:08,105 - pyskl - INFO - Epoch [45][2200/2353] lr: 1.986e-02, eta: 15:45:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 2.2081, loss: 2.2081 2023-12-25 03:29:30,687 - pyskl - INFO - Epoch [45][2300/2353] lr: 1.985e-02, eta: 15:44:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 2.2318, loss: 2.2318 2023-12-25 03:29:43,130 - pyskl - INFO - Saving checkpoint at 45 epochs 2023-12-25 03:31:09,979 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 03:31:10,057 - pyskl - INFO - top1_acc 0.8328 top5_acc 0.9800 2023-12-25 03:31:10,061 - pyskl - INFO - Epoch(val) [45][1184] top1_acc: 0.8328, top5_acc: 0.9800 2023-12-25 03:31:50,194 - pyskl - INFO - Epoch [46][100/2353] lr: 1.984e-02, eta: 15:44:13, time: 0.401, data_time: 0.178, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 2.2113, loss: 2.2113 2023-12-25 03:32:12,433 - pyskl - INFO - Epoch [46][200/2353] lr: 1.983e-02, eta: 15:43:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 2.1916, loss: 2.1916 2023-12-25 03:32:34,734 - pyskl - INFO - Epoch [46][300/2353] lr: 1.982e-02, eta: 15:43:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 2.2603, loss: 2.2603 2023-12-25 03:32:57,038 - pyskl - INFO - Epoch [46][400/2353] lr: 1.981e-02, eta: 15:43:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 2.2100, loss: 2.2100 2023-12-25 03:33:19,329 - pyskl - INFO - Epoch [46][500/2353] lr: 1.980e-02, eta: 15:42:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 2.2183, loss: 2.2183 2023-12-25 03:33:41,677 - pyskl - INFO - Epoch [46][600/2353] lr: 1.979e-02, eta: 15:42:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 2.2217, loss: 2.2217 2023-12-25 03:34:04,115 - pyskl - INFO - Epoch [46][700/2353] lr: 1.978e-02, eta: 15:41:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 2.2294, loss: 2.2294 2023-12-25 03:34:26,439 - pyskl - INFO - Epoch [46][800/2353] lr: 1.978e-02, eta: 15:41:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9769, loss_cls: 2.2176, loss: 2.2176 2023-12-25 03:34:48,783 - pyskl - INFO - Epoch [46][900/2353] lr: 1.977e-02, eta: 15:40:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 2.2312, loss: 2.2312 2023-12-25 03:35:11,127 - pyskl - INFO - Epoch [46][1000/2353] lr: 1.976e-02, eta: 15:40:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 2.1934, loss: 2.1934 2023-12-25 03:35:33,448 - pyskl - INFO - Epoch [46][1100/2353] lr: 1.975e-02, eta: 15:40:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 2.1944, loss: 2.1944 2023-12-25 03:35:55,728 - pyskl - INFO - Epoch [46][1200/2353] lr: 1.974e-02, eta: 15:39:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 2.2642, loss: 2.2642 2023-12-25 03:36:18,071 - pyskl - INFO - Epoch [46][1300/2353] lr: 1.973e-02, eta: 15:39:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 2.2176, loss: 2.2176 2023-12-25 03:36:40,538 - pyskl - INFO - Epoch [46][1400/2353] lr: 1.972e-02, eta: 15:38:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9656, loss_cls: 2.2474, loss: 2.2474 2023-12-25 03:37:02,933 - pyskl - INFO - Epoch [46][1500/2353] lr: 1.971e-02, eta: 15:38:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 2.1854, loss: 2.1854 2023-12-25 03:37:25,300 - pyskl - INFO - Epoch [46][1600/2353] lr: 1.970e-02, eta: 15:38:08, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 2.1740, loss: 2.1740 2023-12-25 03:37:47,699 - pyskl - INFO - Epoch [46][1700/2353] lr: 1.969e-02, eta: 15:37:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 2.1708, loss: 2.1708 2023-12-25 03:38:10,113 - pyskl - INFO - Epoch [46][1800/2353] lr: 1.968e-02, eta: 15:37:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 2.2024, loss: 2.2024 2023-12-25 03:38:32,469 - pyskl - INFO - Epoch [46][1900/2353] lr: 1.968e-02, eta: 15:36:56, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 2.1812, loss: 2.1812 2023-12-25 03:38:54,806 - pyskl - INFO - Epoch [46][2000/2353] lr: 1.967e-02, eta: 15:36:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 2.1774, loss: 2.1774 2023-12-25 03:39:17,309 - pyskl - INFO - Epoch [46][2100/2353] lr: 1.966e-02, eta: 15:36:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 2.2334, loss: 2.2334 2023-12-25 03:39:39,628 - pyskl - INFO - Epoch [46][2200/2353] lr: 1.965e-02, eta: 15:35:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 2.2068, loss: 2.2068 2023-12-25 03:40:01,971 - pyskl - INFO - Epoch [46][2300/2353] lr: 1.964e-02, eta: 15:35:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 2.2324, loss: 2.2324 2023-12-25 03:40:14,342 - pyskl - INFO - Saving checkpoint at 46 epochs 2023-12-25 03:41:41,541 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 03:41:41,622 - pyskl - INFO - top1_acc 0.8156 top5_acc 0.9807 2023-12-25 03:41:41,626 - pyskl - INFO - Epoch(val) [46][1184] top1_acc: 0.8156, top5_acc: 0.9807 2023-12-25 03:42:21,537 - pyskl - INFO - Epoch [47][100/2353] lr: 1.962e-02, eta: 15:34:55, time: 0.399, data_time: 0.175, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 2.2519, loss: 2.2519 2023-12-25 03:42:43,821 - pyskl - INFO - Epoch [47][200/2353] lr: 1.962e-02, eta: 15:34:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9800, loss_cls: 2.1819, loss: 2.1819 2023-12-25 03:43:06,129 - pyskl - INFO - Epoch [47][300/2353] lr: 1.961e-02, eta: 15:34:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 2.2049, loss: 2.2049 2023-12-25 03:43:28,440 - pyskl - INFO - Epoch [47][400/2353] lr: 1.960e-02, eta: 15:33:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 2.1609, loss: 2.1609 2023-12-25 03:43:50,748 - pyskl - INFO - Epoch [47][500/2353] lr: 1.959e-02, eta: 15:33:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 2.1907, loss: 2.1907 2023-12-25 03:44:13,076 - pyskl - INFO - Epoch [47][600/2353] lr: 1.958e-02, eta: 15:32:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9719, loss_cls: 2.1748, loss: 2.1748 2023-12-25 03:44:35,401 - pyskl - INFO - Epoch [47][700/2353] lr: 1.957e-02, eta: 15:32:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 2.2346, loss: 2.2346 2023-12-25 03:44:57,843 - pyskl - INFO - Epoch [47][800/2353] lr: 1.956e-02, eta: 15:32:05, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 2.2263, loss: 2.2263 2023-12-25 03:45:20,154 - pyskl - INFO - Epoch [47][900/2353] lr: 1.955e-02, eta: 15:31:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 2.1422, loss: 2.1422 2023-12-25 03:45:42,586 - pyskl - INFO - Epoch [47][1000/2353] lr: 1.954e-02, eta: 15:31:17, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 2.1812, loss: 2.1812 2023-12-25 03:46:04,993 - pyskl - INFO - Epoch [47][1100/2353] lr: 1.953e-02, eta: 15:30:53, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 2.2374, loss: 2.2374 2023-12-25 03:46:27,462 - pyskl - INFO - Epoch [47][1200/2353] lr: 1.952e-02, eta: 15:30:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9819, loss_cls: 2.1598, loss: 2.1598 2023-12-25 03:46:49,786 - pyskl - INFO - Epoch [47][1300/2353] lr: 1.951e-02, eta: 15:30:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9631, loss_cls: 2.2402, loss: 2.2402 2023-12-25 03:47:12,083 - pyskl - INFO - Epoch [47][1400/2353] lr: 1.951e-02, eta: 15:29:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 2.2586, loss: 2.2586 2023-12-25 03:47:34,423 - pyskl - INFO - Epoch [47][1500/2353] lr: 1.950e-02, eta: 15:29:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 2.2104, loss: 2.2104 2023-12-25 03:47:56,776 - pyskl - INFO - Epoch [47][1600/2353] lr: 1.949e-02, eta: 15:28:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 2.2116, loss: 2.2116 2023-12-25 03:48:19,151 - pyskl - INFO - Epoch [47][1700/2353] lr: 1.948e-02, eta: 15:28:27, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 2.2101, loss: 2.2101 2023-12-25 03:48:41,485 - pyskl - INFO - Epoch [47][1800/2353] lr: 1.947e-02, eta: 15:28:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 2.2783, loss: 2.2783 2023-12-25 03:49:03,809 - pyskl - INFO - Epoch [47][1900/2353] lr: 1.946e-02, eta: 15:27:39, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 2.2323, loss: 2.2323 2023-12-25 03:49:26,132 - pyskl - INFO - Epoch [47][2000/2353] lr: 1.945e-02, eta: 15:27:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 2.2838, loss: 2.2838 2023-12-25 03:49:48,462 - pyskl - INFO - Epoch [47][2100/2353] lr: 1.944e-02, eta: 15:26:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 2.1900, loss: 2.1900 2023-12-25 03:50:10,793 - pyskl - INFO - Epoch [47][2200/2353] lr: 1.943e-02, eta: 15:26:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 2.1388, loss: 2.1388 2023-12-25 03:50:33,166 - pyskl - INFO - Epoch [47][2300/2353] lr: 1.942e-02, eta: 15:26:02, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 2.2213, loss: 2.2213 2023-12-25 03:50:45,539 - pyskl - INFO - Saving checkpoint at 47 epochs 2023-12-25 03:52:12,535 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 03:52:12,613 - pyskl - INFO - top1_acc 0.8537 top5_acc 0.9824 2023-12-25 03:52:12,617 - pyskl - INFO - Epoch(val) [47][1184] top1_acc: 0.8537, top5_acc: 0.9824 2023-12-25 03:52:52,340 - pyskl - INFO - Epoch [48][100/2353] lr: 1.941e-02, eta: 15:25:37, time: 0.397, data_time: 0.174, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 2.1803, loss: 2.1803 2023-12-25 03:53:14,696 - pyskl - INFO - Epoch [48][200/2353] lr: 1.940e-02, eta: 15:25:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 2.1758, loss: 2.1758 2023-12-25 03:53:37,116 - pyskl - INFO - Epoch [48][300/2353] lr: 1.939e-02, eta: 15:24:49, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9756, loss_cls: 2.1228, loss: 2.1228 2023-12-25 03:53:59,483 - pyskl - INFO - Epoch [48][400/2353] lr: 1.938e-02, eta: 15:24:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 2.1961, loss: 2.1961 2023-12-25 03:54:21,935 - pyskl - INFO - Epoch [48][500/2353] lr: 1.937e-02, eta: 15:24:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 2.2020, loss: 2.2020 2023-12-25 03:54:44,358 - pyskl - INFO - Epoch [48][600/2353] lr: 1.936e-02, eta: 15:23:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9775, loss_cls: 2.2026, loss: 2.2026 2023-12-25 03:55:06,926 - pyskl - INFO - Epoch [48][700/2353] lr: 1.935e-02, eta: 15:23:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9775, loss_cls: 2.2129, loss: 2.2129 2023-12-25 03:55:29,423 - pyskl - INFO - Epoch [48][800/2353] lr: 1.934e-02, eta: 15:22:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9794, loss_cls: 2.1977, loss: 2.1977 2023-12-25 03:55:51,770 - pyskl - INFO - Epoch [48][900/2353] lr: 1.933e-02, eta: 15:22:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 2.1862, loss: 2.1862 2023-12-25 03:56:14,222 - pyskl - INFO - Epoch [48][1000/2353] lr: 1.932e-02, eta: 15:22:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 2.1750, loss: 2.1750 2023-12-25 03:56:36,787 - pyskl - INFO - Epoch [48][1100/2353] lr: 1.932e-02, eta: 15:21:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 2.1746, loss: 2.1746 2023-12-25 03:56:59,234 - pyskl - INFO - Epoch [48][1200/2353] lr: 1.931e-02, eta: 15:21:14, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 2.1793, loss: 2.1793 2023-12-25 03:57:21,691 - pyskl - INFO - Epoch [48][1300/2353] lr: 1.930e-02, eta: 15:20:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 2.2376, loss: 2.2376 2023-12-25 03:57:44,082 - pyskl - INFO - Epoch [48][1400/2353] lr: 1.929e-02, eta: 15:20:26, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 2.2599, loss: 2.2599 2023-12-25 03:58:06,395 - pyskl - INFO - Epoch [48][1500/2353] lr: 1.928e-02, eta: 15:20:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 2.1755, loss: 2.1755 2023-12-25 03:58:28,727 - pyskl - INFO - Epoch [48][1600/2353] lr: 1.927e-02, eta: 15:19:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 2.2466, loss: 2.2466 2023-12-25 03:58:51,056 - pyskl - INFO - Epoch [48][1700/2353] lr: 1.926e-02, eta: 15:19:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 2.2359, loss: 2.2359 2023-12-25 03:59:13,359 - pyskl - INFO - Epoch [48][1800/2353] lr: 1.925e-02, eta: 15:18:49, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 2.1997, loss: 2.1997 2023-12-25 03:59:35,810 - pyskl - INFO - Epoch [48][1900/2353] lr: 1.924e-02, eta: 15:18:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 2.1771, loss: 2.1771 2023-12-25 03:59:58,131 - pyskl - INFO - Epoch [48][2000/2353] lr: 1.923e-02, eta: 15:18:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 2.2428, loss: 2.2428 2023-12-25 04:00:20,421 - pyskl - INFO - Epoch [48][2100/2353] lr: 1.922e-02, eta: 15:17:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9825, loss_cls: 2.2281, loss: 2.2281 2023-12-25 04:00:42,657 - pyskl - INFO - Epoch [48][2200/2353] lr: 1.921e-02, eta: 15:17:12, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 2.1429, loss: 2.1429 2023-12-25 04:01:04,949 - pyskl - INFO - Epoch [48][2300/2353] lr: 1.920e-02, eta: 15:16:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 2.1872, loss: 2.1872 2023-12-25 04:01:17,261 - pyskl - INFO - Saving checkpoint at 48 epochs 2023-12-25 04:02:44,170 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 04:02:44,250 - pyskl - INFO - top1_acc 0.8230 top5_acc 0.9835 2023-12-25 04:02:44,255 - pyskl - INFO - Epoch(val) [48][1184] top1_acc: 0.8230, top5_acc: 0.9835 2023-12-25 04:03:23,957 - pyskl - INFO - Epoch [49][100/2353] lr: 1.919e-02, eta: 15:16:23, time: 0.397, data_time: 0.174, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 2.1979, loss: 2.1979 2023-12-25 04:03:46,189 - pyskl - INFO - Epoch [49][200/2353] lr: 1.918e-02, eta: 15:15:58, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 2.1587, loss: 2.1587 2023-12-25 04:04:08,423 - pyskl - INFO - Epoch [49][300/2353] lr: 1.917e-02, eta: 15:15:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9781, loss_cls: 2.1899, loss: 2.1899 2023-12-25 04:04:30,784 - pyskl - INFO - Epoch [49][400/2353] lr: 1.916e-02, eta: 15:15:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 2.2544, loss: 2.2544 2023-12-25 04:04:53,118 - pyskl - INFO - Epoch [49][500/2353] lr: 1.915e-02, eta: 15:14:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 2.1657, loss: 2.1657 2023-12-25 04:05:15,443 - pyskl - INFO - Epoch [49][600/2353] lr: 1.914e-02, eta: 15:14:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 2.1887, loss: 2.1887 2023-12-25 04:05:37,794 - pyskl - INFO - Epoch [49][700/2353] lr: 1.913e-02, eta: 15:13:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 2.1830, loss: 2.1830 2023-12-25 04:06:00,140 - pyskl - INFO - Epoch [49][800/2353] lr: 1.912e-02, eta: 15:13:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9825, loss_cls: 2.1835, loss: 2.1835 2023-12-25 04:06:22,621 - pyskl - INFO - Epoch [49][900/2353] lr: 1.911e-02, eta: 15:13:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 2.2189, loss: 2.2189 2023-12-25 04:06:45,192 - pyskl - INFO - Epoch [49][1000/2353] lr: 1.910e-02, eta: 15:12:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 2.1995, loss: 2.1995 2023-12-25 04:07:07,607 - pyskl - INFO - Epoch [49][1100/2353] lr: 1.909e-02, eta: 15:12:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 2.1745, loss: 2.1745 2023-12-25 04:07:29,943 - pyskl - INFO - Epoch [49][1200/2353] lr: 1.908e-02, eta: 15:11:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 2.1434, loss: 2.1434 2023-12-25 04:07:52,257 - pyskl - INFO - Epoch [49][1300/2353] lr: 1.908e-02, eta: 15:11:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 2.2209, loss: 2.2209 2023-12-25 04:08:14,595 - pyskl - INFO - Epoch [49][1400/2353] lr: 1.907e-02, eta: 15:11:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9681, loss_cls: 2.1688, loss: 2.1688 2023-12-25 04:08:36,960 - pyskl - INFO - Epoch [49][1500/2353] lr: 1.906e-02, eta: 15:10:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 2.1939, loss: 2.1939 2023-12-25 04:08:59,282 - pyskl - INFO - Epoch [49][1600/2353] lr: 1.905e-02, eta: 15:10:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 2.1784, loss: 2.1784 2023-12-25 04:09:21,596 - pyskl - INFO - Epoch [49][1700/2353] lr: 1.904e-02, eta: 15:09:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 2.1749, loss: 2.1749 2023-12-25 04:09:43,919 - pyskl - INFO - Epoch [49][1800/2353] lr: 1.903e-02, eta: 15:09:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9781, loss_cls: 2.2379, loss: 2.2379 2023-12-25 04:10:06,288 - pyskl - INFO - Epoch [49][1900/2353] lr: 1.902e-02, eta: 15:09:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 2.2112, loss: 2.2112 2023-12-25 04:10:28,608 - pyskl - INFO - Epoch [49][2000/2353] lr: 1.901e-02, eta: 15:08:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9800, loss_cls: 2.2092, loss: 2.2092 2023-12-25 04:10:50,900 - pyskl - INFO - Epoch [49][2100/2353] lr: 1.900e-02, eta: 15:08:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9775, loss_cls: 2.2168, loss: 2.2168 2023-12-25 04:11:13,180 - pyskl - INFO - Epoch [49][2200/2353] lr: 1.899e-02, eta: 15:07:56, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9675, loss_cls: 2.2262, loss: 2.2262 2023-12-25 04:11:35,563 - pyskl - INFO - Epoch [49][2300/2353] lr: 1.898e-02, eta: 15:07:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 2.2297, loss: 2.2297 2023-12-25 04:11:47,992 - pyskl - INFO - Saving checkpoint at 49 epochs 2023-12-25 04:13:14,890 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 04:13:14,969 - pyskl - INFO - top1_acc 0.8617 top5_acc 0.9863 2023-12-25 04:13:14,974 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_42.pth was removed 2023-12-25 04:13:15,113 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. 2023-12-25 04:13:15,113 - pyskl - INFO - Best top1_acc is 0.8617 at 49 epoch. 2023-12-25 04:13:15,118 - pyskl - INFO - Epoch(val) [49][1184] top1_acc: 0.8617, top5_acc: 0.9863 2023-12-25 04:13:54,977 - pyskl - INFO - Epoch [50][100/2353] lr: 1.897e-02, eta: 15:07:07, time: 0.399, data_time: 0.174, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 2.1736, loss: 2.1736 2023-12-25 04:14:17,293 - pyskl - INFO - Epoch [50][200/2353] lr: 1.896e-02, eta: 15:06:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 2.1764, loss: 2.1764 2023-12-25 04:14:39,736 - pyskl - INFO - Epoch [50][300/2353] lr: 1.895e-02, eta: 15:06:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9825, loss_cls: 2.1560, loss: 2.1560 2023-12-25 04:15:02,060 - pyskl - INFO - Epoch [50][400/2353] lr: 1.894e-02, eta: 15:05:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 2.1678, loss: 2.1678 2023-12-25 04:15:24,468 - pyskl - INFO - Epoch [50][500/2353] lr: 1.893e-02, eta: 15:05:31, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 2.2310, loss: 2.2310 2023-12-25 04:15:46,871 - pyskl - INFO - Epoch [50][600/2353] lr: 1.892e-02, eta: 15:05:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 2.2401, loss: 2.2401 2023-12-25 04:16:09,265 - pyskl - INFO - Epoch [50][700/2353] lr: 1.891e-02, eta: 15:04:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 2.1524, loss: 2.1524 2023-12-25 04:16:31,774 - pyskl - INFO - Epoch [50][800/2353] lr: 1.890e-02, eta: 15:04:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 2.1609, loss: 2.1609 2023-12-25 04:16:54,114 - pyskl - INFO - Epoch [50][900/2353] lr: 1.889e-02, eta: 15:03:56, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 2.1925, loss: 2.1925 2023-12-25 04:17:16,423 - pyskl - INFO - Epoch [50][1000/2353] lr: 1.888e-02, eta: 15:03:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 2.2279, loss: 2.2279 2023-12-25 04:17:38,746 - pyskl - INFO - Epoch [50][1100/2353] lr: 1.887e-02, eta: 15:03:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 2.1849, loss: 2.1849 2023-12-25 04:18:01,220 - pyskl - INFO - Epoch [50][1200/2353] lr: 1.886e-02, eta: 15:02:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.1214, loss: 2.1214 2023-12-25 04:18:23,572 - pyskl - INFO - Epoch [50][1300/2353] lr: 1.885e-02, eta: 15:02:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 2.1984, loss: 2.1984 2023-12-25 04:18:45,888 - pyskl - INFO - Epoch [50][1400/2353] lr: 1.884e-02, eta: 15:01:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 2.1810, loss: 2.1810 2023-12-25 04:19:08,221 - pyskl - INFO - Epoch [50][1500/2353] lr: 1.883e-02, eta: 15:01:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 2.2203, loss: 2.2203 2023-12-25 04:19:30,596 - pyskl - INFO - Epoch [50][1600/2353] lr: 1.882e-02, eta: 15:01:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 2.1721, loss: 2.1721 2023-12-25 04:19:52,895 - pyskl - INFO - Epoch [50][1700/2353] lr: 1.881e-02, eta: 15:00:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9738, loss_cls: 2.2239, loss: 2.2239 2023-12-25 04:20:15,264 - pyskl - INFO - Epoch [50][1800/2353] lr: 1.880e-02, eta: 15:00:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 2.2094, loss: 2.2094 2023-12-25 04:20:37,743 - pyskl - INFO - Epoch [50][1900/2353] lr: 1.879e-02, eta: 14:59:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 2.2210, loss: 2.2210 2023-12-25 04:21:00,302 - pyskl - INFO - Epoch [50][2000/2353] lr: 1.878e-02, eta: 14:59:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9794, loss_cls: 2.2077, loss: 2.2077 2023-12-25 04:21:22,609 - pyskl - INFO - Epoch [50][2100/2353] lr: 1.877e-02, eta: 14:59:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 2.1898, loss: 2.1898 2023-12-25 04:21:44,915 - pyskl - INFO - Epoch [50][2200/2353] lr: 1.876e-02, eta: 14:58:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 2.2306, loss: 2.2306 2023-12-25 04:22:07,312 - pyskl - INFO - Epoch [50][2300/2353] lr: 1.876e-02, eta: 14:58:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 2.2532, loss: 2.2532 2023-12-25 04:22:19,683 - pyskl - INFO - Saving checkpoint at 50 epochs 2023-12-25 04:23:46,752 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 04:23:46,831 - pyskl - INFO - top1_acc 0.8457 top5_acc 0.9806 2023-12-25 04:23:46,836 - pyskl - INFO - Epoch(val) [50][1184] top1_acc: 0.8457, top5_acc: 0.9806 2023-12-25 04:24:26,848 - pyskl - INFO - Epoch [51][100/2353] lr: 1.874e-02, eta: 14:57:55, time: 0.400, data_time: 0.177, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 2.1984, loss: 2.1984 2023-12-25 04:24:49,139 - pyskl - INFO - Epoch [51][200/2353] lr: 1.873e-02, eta: 14:57:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 2.1948, loss: 2.1948 2023-12-25 04:25:11,554 - pyskl - INFO - Epoch [51][300/2353] lr: 1.872e-02, eta: 14:57:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 2.1090, loss: 2.1090 2023-12-25 04:25:33,881 - pyskl - INFO - Epoch [51][400/2353] lr: 1.871e-02, eta: 14:56:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 2.1841, loss: 2.1841 2023-12-25 04:25:56,189 - pyskl - INFO - Epoch [51][500/2353] lr: 1.870e-02, eta: 14:56:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9769, loss_cls: 2.2091, loss: 2.2091 2023-12-25 04:26:18,497 - pyskl - INFO - Epoch [51][600/2353] lr: 1.869e-02, eta: 14:55:54, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 2.2077, loss: 2.2077 2023-12-25 04:26:40,799 - pyskl - INFO - Epoch [51][700/2353] lr: 1.868e-02, eta: 14:55:30, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 2.2319, loss: 2.2319 2023-12-25 04:27:03,168 - pyskl - INFO - Epoch [51][800/2353] lr: 1.867e-02, eta: 14:55:06, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 2.1620, loss: 2.1620 2023-12-25 04:27:25,406 - pyskl - INFO - Epoch [51][900/2353] lr: 1.866e-02, eta: 14:54:42, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 2.1872, loss: 2.1872 2023-12-25 04:27:47,629 - pyskl - INFO - Epoch [51][1000/2353] lr: 1.865e-02, eta: 14:54:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 2.1573, loss: 2.1573 2023-12-25 04:28:09,908 - pyskl - INFO - Epoch [51][1100/2353] lr: 1.864e-02, eta: 14:53:54, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 2.2066, loss: 2.2066 2023-12-25 04:28:32,322 - pyskl - INFO - Epoch [51][1200/2353] lr: 1.863e-02, eta: 14:53:30, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 2.1559, loss: 2.1559 2023-12-25 04:28:54,660 - pyskl - INFO - Epoch [51][1300/2353] lr: 1.862e-02, eta: 14:53:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 2.1876, loss: 2.1876 2023-12-25 04:29:16,970 - pyskl - INFO - Epoch [51][1400/2353] lr: 1.861e-02, eta: 14:52:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 2.1644, loss: 2.1644 2023-12-25 04:29:39,354 - pyskl - INFO - Epoch [51][1500/2353] lr: 1.861e-02, eta: 14:52:18, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 2.2035, loss: 2.2035 2023-12-25 04:30:01,874 - pyskl - INFO - Epoch [51][1600/2353] lr: 1.860e-02, eta: 14:51:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 2.2328, loss: 2.2328 2023-12-25 04:30:24,260 - pyskl - INFO - Epoch [51][1700/2353] lr: 1.859e-02, eta: 14:51:30, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 2.2366, loss: 2.2366 2023-12-25 04:30:46,803 - pyskl - INFO - Epoch [51][1800/2353] lr: 1.858e-02, eta: 14:51:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 2.2311, loss: 2.2311 2023-12-25 04:31:09,304 - pyskl - INFO - Epoch [51][1900/2353] lr: 1.857e-02, eta: 14:50:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 2.2538, loss: 2.2538 2023-12-25 04:31:31,691 - pyskl - INFO - Epoch [51][2000/2353] lr: 1.856e-02, eta: 14:50:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9775, loss_cls: 2.2115, loss: 2.2115 2023-12-25 04:31:54,048 - pyskl - INFO - Epoch [51][2100/2353] lr: 1.855e-02, eta: 14:49:55, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 2.1990, loss: 2.1990 2023-12-25 04:32:16,366 - pyskl - INFO - Epoch [51][2200/2353] lr: 1.854e-02, eta: 14:49:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 2.2253, loss: 2.2253 2023-12-25 04:32:38,682 - pyskl - INFO - Epoch [51][2300/2353] lr: 1.853e-02, eta: 14:49:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 2.1718, loss: 2.1718 2023-12-25 04:32:51,062 - pyskl - INFO - Saving checkpoint at 51 epochs 2023-12-25 04:34:17,905 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 04:34:17,982 - pyskl - INFO - top1_acc 0.7140 top5_acc 0.9428 2023-12-25 04:34:17,986 - pyskl - INFO - Epoch(val) [51][1184] top1_acc: 0.7140, top5_acc: 0.9428 2023-12-25 04:34:58,011 - pyskl - INFO - Epoch [52][100/2353] lr: 1.851e-02, eta: 14:48:42, time: 0.400, data_time: 0.176, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9844, loss_cls: 2.1257, loss: 2.1257 2023-12-25 04:35:20,340 - pyskl - INFO - Epoch [52][200/2353] lr: 1.850e-02, eta: 14:48:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 2.1739, loss: 2.1739 2023-12-25 04:35:42,658 - pyskl - INFO - Epoch [52][300/2353] lr: 1.849e-02, eta: 14:47:54, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 2.1650, loss: 2.1650 2023-12-25 04:36:05,033 - pyskl - INFO - Epoch [52][400/2353] lr: 1.848e-02, eta: 14:47:30, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 2.1546, loss: 2.1546 2023-12-25 04:36:27,450 - pyskl - INFO - Epoch [52][500/2353] lr: 1.847e-02, eta: 14:47:06, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 2.1700, loss: 2.1700 2023-12-25 04:36:49,884 - pyskl - INFO - Epoch [52][600/2353] lr: 1.846e-02, eta: 14:46:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 2.2117, loss: 2.2117 2023-12-25 04:37:12,263 - pyskl - INFO - Epoch [52][700/2353] lr: 1.845e-02, eta: 14:46:18, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9825, loss_cls: 2.1898, loss: 2.1898 2023-12-25 04:37:34,709 - pyskl - INFO - Epoch [52][800/2353] lr: 1.844e-02, eta: 14:45:55, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 2.1869, loss: 2.1869 2023-12-25 04:37:57,158 - pyskl - INFO - Epoch [52][900/2353] lr: 1.843e-02, eta: 14:45:31, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 2.1673, loss: 2.1673 2023-12-25 04:38:19,665 - pyskl - INFO - Epoch [52][1000/2353] lr: 1.842e-02, eta: 14:45:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 2.1809, loss: 2.1809 2023-12-25 04:38:42,172 - pyskl - INFO - Epoch [52][1100/2353] lr: 1.841e-02, eta: 14:44:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 2.2059, loss: 2.2059 2023-12-25 04:39:04,621 - pyskl - INFO - Epoch [52][1200/2353] lr: 1.840e-02, eta: 14:44:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 2.2105, loss: 2.2105 2023-12-25 04:39:26,960 - pyskl - INFO - Epoch [52][1300/2353] lr: 1.839e-02, eta: 14:43:56, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 2.2185, loss: 2.2185 2023-12-25 04:39:49,270 - pyskl - INFO - Epoch [52][1400/2353] lr: 1.839e-02, eta: 14:43:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 2.1832, loss: 2.1832 2023-12-25 04:40:11,778 - pyskl - INFO - Epoch [52][1500/2353] lr: 1.838e-02, eta: 14:43:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 2.2117, loss: 2.2117 2023-12-25 04:40:34,208 - pyskl - INFO - Epoch [52][1600/2353] lr: 1.837e-02, eta: 14:42:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 2.1635, loss: 2.1635 2023-12-25 04:40:56,692 - pyskl - INFO - Epoch [52][1700/2353] lr: 1.836e-02, eta: 14:42:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 2.1866, loss: 2.1866 2023-12-25 04:41:19,043 - pyskl - INFO - Epoch [52][1800/2353] lr: 1.835e-02, eta: 14:41:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9750, loss_cls: 2.1341, loss: 2.1341 2023-12-25 04:41:41,374 - pyskl - INFO - Epoch [52][1900/2353] lr: 1.834e-02, eta: 14:41:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 2.2278, loss: 2.2278 2023-12-25 04:42:03,664 - pyskl - INFO - Epoch [52][2000/2353] lr: 1.833e-02, eta: 14:41:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9637, loss_cls: 2.2236, loss: 2.2236 2023-12-25 04:42:26,176 - pyskl - INFO - Epoch [52][2100/2353] lr: 1.832e-02, eta: 14:40:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9731, loss_cls: 2.2324, loss: 2.2324 2023-12-25 04:42:48,429 - pyskl - INFO - Epoch [52][2200/2353] lr: 1.831e-02, eta: 14:40:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 2.2205, loss: 2.2205 2023-12-25 04:43:10,643 - pyskl - INFO - Epoch [52][2300/2353] lr: 1.830e-02, eta: 14:39:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 2.1931, loss: 2.1931 2023-12-25 04:43:23,068 - pyskl - INFO - Saving checkpoint at 52 epochs 2023-12-25 04:44:49,934 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 04:44:50,015 - pyskl - INFO - top1_acc 0.8533 top5_acc 0.9853 2023-12-25 04:44:50,020 - pyskl - INFO - Epoch(val) [52][1184] top1_acc: 0.8533, top5_acc: 0.9853 2023-12-25 04:45:30,085 - pyskl - INFO - Epoch [53][100/2353] lr: 1.828e-02, eta: 14:39:31, time: 0.401, data_time: 0.177, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 2.1060, loss: 2.1060 2023-12-25 04:45:52,329 - pyskl - INFO - Epoch [53][200/2353] lr: 1.827e-02, eta: 14:39:07, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 2.1807, loss: 2.1807 2023-12-25 04:46:14,711 - pyskl - INFO - Epoch [53][300/2353] lr: 1.826e-02, eta: 14:38:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 2.1549, loss: 2.1549 2023-12-25 04:46:36,990 - pyskl - INFO - Epoch [53][400/2353] lr: 1.825e-02, eta: 14:38:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 2.1587, loss: 2.1587 2023-12-25 04:46:59,337 - pyskl - INFO - Epoch [53][500/2353] lr: 1.824e-02, eta: 14:37:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 2.1501, loss: 2.1501 2023-12-25 04:47:21,676 - pyskl - INFO - Epoch [53][600/2353] lr: 1.823e-02, eta: 14:37:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9831, loss_cls: 2.1279, loss: 2.1279 2023-12-25 04:47:44,013 - pyskl - INFO - Epoch [53][700/2353] lr: 1.822e-02, eta: 14:37:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 2.1972, loss: 2.1972 2023-12-25 04:48:06,494 - pyskl - INFO - Epoch [53][800/2353] lr: 1.821e-02, eta: 14:36:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 2.1303, loss: 2.1303 2023-12-25 04:48:28,950 - pyskl - INFO - Epoch [53][900/2353] lr: 1.820e-02, eta: 14:36:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 2.1742, loss: 2.1742 2023-12-25 04:48:51,383 - pyskl - INFO - Epoch [53][1000/2353] lr: 1.819e-02, eta: 14:35:56, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9706, loss_cls: 2.1724, loss: 2.1724 2023-12-25 04:49:13,846 - pyskl - INFO - Epoch [53][1100/2353] lr: 1.818e-02, eta: 14:35:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 2.2195, loss: 2.2195 2023-12-25 04:49:36,326 - pyskl - INFO - Epoch [53][1200/2353] lr: 1.817e-02, eta: 14:35:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 2.1450, loss: 2.1450 2023-12-25 04:49:58,687 - pyskl - INFO - Epoch [53][1300/2353] lr: 1.816e-02, eta: 14:34:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 2.2319, loss: 2.2319 2023-12-25 04:50:21,063 - pyskl - INFO - Epoch [53][1400/2353] lr: 1.815e-02, eta: 14:34:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 2.2025, loss: 2.2025 2023-12-25 04:50:43,492 - pyskl - INFO - Epoch [53][1500/2353] lr: 1.814e-02, eta: 14:33:58, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 2.2110, loss: 2.2110 2023-12-25 04:51:05,816 - pyskl - INFO - Epoch [53][1600/2353] lr: 1.813e-02, eta: 14:33:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 2.2348, loss: 2.2348 2023-12-25 04:51:28,126 - pyskl - INFO - Epoch [53][1700/2353] lr: 1.812e-02, eta: 14:33:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 2.2280, loss: 2.2280 2023-12-25 04:51:50,442 - pyskl - INFO - Epoch [53][1800/2353] lr: 1.811e-02, eta: 14:32:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 2.2054, loss: 2.2054 2023-12-25 04:52:12,726 - pyskl - INFO - Epoch [53][1900/2353] lr: 1.810e-02, eta: 14:32:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 2.1537, loss: 2.1537 2023-12-25 04:52:35,044 - pyskl - INFO - Epoch [53][2000/2353] lr: 1.809e-02, eta: 14:31:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 2.1665, loss: 2.1665 2023-12-25 04:52:57,288 - pyskl - INFO - Epoch [53][2100/2353] lr: 1.808e-02, eta: 14:31:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 2.2002, loss: 2.2002 2023-12-25 04:53:19,532 - pyskl - INFO - Epoch [53][2200/2353] lr: 1.807e-02, eta: 14:31:10, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9781, loss_cls: 2.2158, loss: 2.2158 2023-12-25 04:53:41,802 - pyskl - INFO - Epoch [53][2300/2353] lr: 1.806e-02, eta: 14:30:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 2.2601, loss: 2.2601 2023-12-25 04:53:54,201 - pyskl - INFO - Saving checkpoint at 53 epochs 2023-12-25 04:55:21,261 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 04:55:21,341 - pyskl - INFO - top1_acc 0.8603 top5_acc 0.9868 2023-12-25 04:55:21,346 - pyskl - INFO - Epoch(val) [53][1184] top1_acc: 0.8603, top5_acc: 0.9868 2023-12-25 04:56:01,031 - pyskl - INFO - Epoch [54][100/2353] lr: 1.805e-02, eta: 14:30:19, time: 0.397, data_time: 0.172, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9838, loss_cls: 2.1124, loss: 2.1124 2023-12-25 04:56:23,346 - pyskl - INFO - Epoch [54][200/2353] lr: 1.804e-02, eta: 14:29:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 2.1456, loss: 2.1456 2023-12-25 04:56:45,645 - pyskl - INFO - Epoch [54][300/2353] lr: 1.803e-02, eta: 14:29:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 2.1364, loss: 2.1364 2023-12-25 04:57:07,926 - pyskl - INFO - Epoch [54][400/2353] lr: 1.802e-02, eta: 14:29:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 2.1661, loss: 2.1661 2023-12-25 04:57:30,238 - pyskl - INFO - Epoch [54][500/2353] lr: 1.801e-02, eta: 14:28:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 2.1282, loss: 2.1282 2023-12-25 04:57:52,567 - pyskl - INFO - Epoch [54][600/2353] lr: 1.800e-02, eta: 14:28:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 2.1574, loss: 2.1574 2023-12-25 04:58:14,885 - pyskl - INFO - Epoch [54][700/2353] lr: 1.799e-02, eta: 14:27:56, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 2.1661, loss: 2.1661 2023-12-25 04:58:37,414 - pyskl - INFO - Epoch [54][800/2353] lr: 1.798e-02, eta: 14:27:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 2.2104, loss: 2.2104 2023-12-25 04:58:59,770 - pyskl - INFO - Epoch [54][900/2353] lr: 1.797e-02, eta: 14:27:08, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 2.1932, loss: 2.1932 2023-12-25 04:59:22,074 - pyskl - INFO - Epoch [54][1000/2353] lr: 1.796e-02, eta: 14:26:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 2.1996, loss: 2.1996 2023-12-25 04:59:44,391 - pyskl - INFO - Epoch [54][1100/2353] lr: 1.795e-02, eta: 14:26:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 2.2094, loss: 2.2094 2023-12-25 05:00:06,858 - pyskl - INFO - Epoch [54][1200/2353] lr: 1.794e-02, eta: 14:25:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 2.2118, loss: 2.2118 2023-12-25 05:00:29,128 - pyskl - INFO - Epoch [54][1300/2353] lr: 1.793e-02, eta: 14:25:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 2.1980, loss: 2.1980 2023-12-25 05:00:51,363 - pyskl - INFO - Epoch [54][1400/2353] lr: 1.792e-02, eta: 14:25:09, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 2.2500, loss: 2.2500 2023-12-25 05:01:13,799 - pyskl - INFO - Epoch [54][1500/2353] lr: 1.791e-02, eta: 14:24:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 2.1664, loss: 2.1664 2023-12-25 05:01:36,295 - pyskl - INFO - Epoch [54][1600/2353] lr: 1.790e-02, eta: 14:24:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 2.1898, loss: 2.1898 2023-12-25 05:01:58,740 - pyskl - INFO - Epoch [54][1700/2353] lr: 1.789e-02, eta: 14:23:58, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 2.1849, loss: 2.1849 2023-12-25 05:02:21,052 - pyskl - INFO - Epoch [54][1800/2353] lr: 1.788e-02, eta: 14:23:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 2.2042, loss: 2.2042 2023-12-25 05:02:43,370 - pyskl - INFO - Epoch [54][1900/2353] lr: 1.787e-02, eta: 14:23:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 2.1869, loss: 2.1869 2023-12-25 05:03:05,688 - pyskl - INFO - Epoch [54][2000/2353] lr: 1.786e-02, eta: 14:22:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 2.1794, loss: 2.1794 2023-12-25 05:03:28,113 - pyskl - INFO - Epoch [54][2100/2353] lr: 1.785e-02, eta: 14:22:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 2.1893, loss: 2.1893 2023-12-25 05:03:50,504 - pyskl - INFO - Epoch [54][2200/2353] lr: 1.784e-02, eta: 14:21:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 2.2011, loss: 2.2011 2023-12-25 05:04:12,791 - pyskl - INFO - Epoch [54][2300/2353] lr: 1.783e-02, eta: 14:21:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 2.2105, loss: 2.2105 2023-12-25 05:04:25,180 - pyskl - INFO - Saving checkpoint at 54 epochs 2023-12-25 05:05:52,438 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 05:05:52,517 - pyskl - INFO - top1_acc 0.8653 top5_acc 0.9837 2023-12-25 05:05:52,522 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_49.pth was removed 2023-12-25 05:05:52,661 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_54.pth. 2023-12-25 05:05:52,661 - pyskl - INFO - Best top1_acc is 0.8653 at 54 epoch. 2023-12-25 05:05:52,665 - pyskl - INFO - Epoch(val) [54][1184] top1_acc: 0.8653, top5_acc: 0.9837 2023-12-25 05:06:32,258 - pyskl - INFO - Epoch [55][100/2353] lr: 1.781e-02, eta: 14:21:08, time: 0.396, data_time: 0.172, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.1274, loss: 2.1274 2023-12-25 05:06:54,663 - pyskl - INFO - Epoch [55][200/2353] lr: 1.780e-02, eta: 14:20:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 2.1775, loss: 2.1775 2023-12-25 05:07:16,903 - pyskl - INFO - Epoch [55][300/2353] lr: 1.779e-02, eta: 14:20:20, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.0865, loss: 2.0865 2023-12-25 05:07:39,213 - pyskl - INFO - Epoch [55][400/2353] lr: 1.778e-02, eta: 14:19:56, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.1520, loss: 2.1520 2023-12-25 05:08:01,544 - pyskl - INFO - Epoch [55][500/2353] lr: 1.777e-02, eta: 14:19:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 2.1632, loss: 2.1632 2023-12-25 05:08:23,841 - pyskl - INFO - Epoch [55][600/2353] lr: 1.776e-02, eta: 14:19:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 2.1287, loss: 2.1287 2023-12-25 05:08:46,143 - pyskl - INFO - Epoch [55][700/2353] lr: 1.775e-02, eta: 14:18:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9650, loss_cls: 2.2242, loss: 2.2242 2023-12-25 05:09:08,527 - pyskl - INFO - Epoch [55][800/2353] lr: 1.774e-02, eta: 14:18:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 2.1985, loss: 2.1985 2023-12-25 05:09:30,880 - pyskl - INFO - Epoch [55][900/2353] lr: 1.773e-02, eta: 14:17:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 2.1438, loss: 2.1438 2023-12-25 05:09:53,344 - pyskl - INFO - Epoch [55][1000/2353] lr: 1.772e-02, eta: 14:17:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 2.1519, loss: 2.1519 2023-12-25 05:10:15,776 - pyskl - INFO - Epoch [55][1100/2353] lr: 1.771e-02, eta: 14:17:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 2.1550, loss: 2.1550 2023-12-25 05:10:38,235 - pyskl - INFO - Epoch [55][1200/2353] lr: 1.770e-02, eta: 14:16:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 2.2110, loss: 2.2110 2023-12-25 05:11:00,829 - pyskl - INFO - Epoch [55][1300/2353] lr: 1.769e-02, eta: 14:16:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9756, loss_cls: 2.2221, loss: 2.2221 2023-12-25 05:11:23,394 - pyskl - INFO - Epoch [55][1400/2353] lr: 1.768e-02, eta: 14:15:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 2.1796, loss: 2.1796 2023-12-25 05:11:45,923 - pyskl - INFO - Epoch [55][1500/2353] lr: 1.767e-02, eta: 14:15:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 2.1403, loss: 2.1403 2023-12-25 05:12:08,357 - pyskl - INFO - Epoch [55][1600/2353] lr: 1.766e-02, eta: 14:15:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 2.1488, loss: 2.1488 2023-12-25 05:12:30,934 - pyskl - INFO - Epoch [55][1700/2353] lr: 1.765e-02, eta: 14:14:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 2.1966, loss: 2.1966 2023-12-25 05:12:53,418 - pyskl - INFO - Epoch [55][1800/2353] lr: 1.764e-02, eta: 14:14:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 2.2080, loss: 2.2080 2023-12-25 05:13:15,899 - pyskl - INFO - Epoch [55][1900/2353] lr: 1.763e-02, eta: 14:14:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 2.2112, loss: 2.2112 2023-12-25 05:13:38,492 - pyskl - INFO - Epoch [55][2000/2353] lr: 1.762e-02, eta: 14:13:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9694, loss_cls: 2.2160, loss: 2.2160 2023-12-25 05:14:01,008 - pyskl - INFO - Epoch [55][2100/2353] lr: 1.761e-02, eta: 14:13:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 2.2304, loss: 2.2304 2023-12-25 05:14:23,353 - pyskl - INFO - Epoch [55][2200/2353] lr: 1.760e-02, eta: 14:12:51, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 2.2130, loss: 2.2130 2023-12-25 05:14:45,836 - pyskl - INFO - Epoch [55][2300/2353] lr: 1.759e-02, eta: 14:12:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 2.2101, loss: 2.2101 2023-12-25 05:14:58,149 - pyskl - INFO - Saving checkpoint at 55 epochs 2023-12-25 05:16:25,001 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 05:16:25,081 - pyskl - INFO - top1_acc 0.8491 top5_acc 0.9845 2023-12-25 05:16:25,085 - pyskl - INFO - Epoch(val) [55][1184] top1_acc: 0.8491, top5_acc: 0.9845 2023-12-25 05:17:04,843 - pyskl - INFO - Epoch [56][100/2353] lr: 1.757e-02, eta: 14:12:01, time: 0.398, data_time: 0.174, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 2.1482, loss: 2.1482 2023-12-25 05:17:27,125 - pyskl - INFO - Epoch [56][200/2353] lr: 1.756e-02, eta: 14:11:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 2.1436, loss: 2.1436 2023-12-25 05:17:49,507 - pyskl - INFO - Epoch [56][300/2353] lr: 1.755e-02, eta: 14:11:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9756, loss_cls: 2.1172, loss: 2.1172 2023-12-25 05:18:11,843 - pyskl - INFO - Epoch [56][400/2353] lr: 1.754e-02, eta: 14:10:49, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 2.1377, loss: 2.1377 2023-12-25 05:18:34,117 - pyskl - INFO - Epoch [56][500/2353] lr: 1.753e-02, eta: 14:10:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9731, loss_cls: 2.1128, loss: 2.1128 2023-12-25 05:18:56,517 - pyskl - INFO - Epoch [56][600/2353] lr: 1.752e-02, eta: 14:10:01, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 2.1092, loss: 2.1092 2023-12-25 05:19:18,832 - pyskl - INFO - Epoch [56][700/2353] lr: 1.751e-02, eta: 14:09:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 2.1554, loss: 2.1554 2023-12-25 05:19:41,200 - pyskl - INFO - Epoch [56][800/2353] lr: 1.750e-02, eta: 14:09:14, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 2.1351, loss: 2.1351 2023-12-25 05:20:03,627 - pyskl - INFO - Epoch [56][900/2353] lr: 1.749e-02, eta: 14:08:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 2.2062, loss: 2.2062 2023-12-25 05:20:26,015 - pyskl - INFO - Epoch [56][1000/2353] lr: 1.748e-02, eta: 14:08:26, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 2.2077, loss: 2.2077 2023-12-25 05:20:48,325 - pyskl - INFO - Epoch [56][1100/2353] lr: 1.747e-02, eta: 14:08:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 2.2233, loss: 2.2233 2023-12-25 05:21:10,721 - pyskl - INFO - Epoch [56][1200/2353] lr: 1.746e-02, eta: 14:07:39, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 2.1727, loss: 2.1727 2023-12-25 05:21:33,170 - pyskl - INFO - Epoch [56][1300/2353] lr: 1.745e-02, eta: 14:07:15, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 2.1641, loss: 2.1641 2023-12-25 05:21:55,619 - pyskl - INFO - Epoch [56][1400/2353] lr: 1.744e-02, eta: 14:06:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 2.1941, loss: 2.1941 2023-12-25 05:22:18,053 - pyskl - INFO - Epoch [56][1500/2353] lr: 1.743e-02, eta: 14:06:28, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 2.1453, loss: 2.1453 2023-12-25 05:22:40,410 - pyskl - INFO - Epoch [56][1600/2353] lr: 1.742e-02, eta: 14:06:04, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 2.1906, loss: 2.1906 2023-12-25 05:23:02,767 - pyskl - INFO - Epoch [56][1700/2353] lr: 1.741e-02, eta: 14:05:41, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 2.1591, loss: 2.1591 2023-12-25 05:23:25,075 - pyskl - INFO - Epoch [56][1800/2353] lr: 1.740e-02, eta: 14:05:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 2.1724, loss: 2.1724 2023-12-25 05:23:47,411 - pyskl - INFO - Epoch [56][1900/2353] lr: 1.739e-02, eta: 14:04:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9794, loss_cls: 2.1781, loss: 2.1781 2023-12-25 05:24:09,720 - pyskl - INFO - Epoch [56][2000/2353] lr: 1.738e-02, eta: 14:04:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 2.1710, loss: 2.1710 2023-12-25 05:24:32,074 - pyskl - INFO - Epoch [56][2100/2353] lr: 1.737e-02, eta: 14:04:05, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 2.2353, loss: 2.2353 2023-12-25 05:24:54,526 - pyskl - INFO - Epoch [56][2200/2353] lr: 1.736e-02, eta: 14:03:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9762, loss_cls: 2.2225, loss: 2.2225 2023-12-25 05:25:16,859 - pyskl - INFO - Epoch [56][2300/2353] lr: 1.735e-02, eta: 14:03:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 2.1598, loss: 2.1598 2023-12-25 05:25:29,247 - pyskl - INFO - Saving checkpoint at 56 epochs 2023-12-25 05:26:56,358 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 05:26:56,435 - pyskl - INFO - top1_acc 0.8433 top5_acc 0.9833 2023-12-25 05:26:56,439 - pyskl - INFO - Epoch(val) [56][1184] top1_acc: 0.8433, top5_acc: 0.9833 2023-12-25 05:27:36,311 - pyskl - INFO - Epoch [57][100/2353] lr: 1.733e-02, eta: 14:02:51, time: 0.399, data_time: 0.176, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 2.1202, loss: 2.1202 2023-12-25 05:27:58,583 - pyskl - INFO - Epoch [57][200/2353] lr: 1.732e-02, eta: 14:02:27, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 2.1163, loss: 2.1163 2023-12-25 05:28:20,892 - pyskl - INFO - Epoch [57][300/2353] lr: 1.731e-02, eta: 14:02:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 2.1213, loss: 2.1213 2023-12-25 05:28:43,200 - pyskl - INFO - Epoch [57][400/2353] lr: 1.730e-02, eta: 14:01:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.1203, loss: 2.1203 2023-12-25 05:29:05,592 - pyskl - INFO - Epoch [57][500/2353] lr: 1.729e-02, eta: 14:01:16, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.1182, loss: 2.1182 2023-12-25 05:29:27,890 - pyskl - INFO - Epoch [57][600/2353] lr: 1.728e-02, eta: 14:00:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9725, loss_cls: 2.1490, loss: 2.1490 2023-12-25 05:29:50,182 - pyskl - INFO - Epoch [57][700/2353] lr: 1.727e-02, eta: 14:00:28, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 2.1708, loss: 2.1708 2023-12-25 05:30:12,508 - pyskl - INFO - Epoch [57][800/2353] lr: 1.726e-02, eta: 14:00:05, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 2.2094, loss: 2.2094 2023-12-25 05:30:34,933 - pyskl - INFO - Epoch [57][900/2353] lr: 1.725e-02, eta: 13:59:41, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 2.1491, loss: 2.1491 2023-12-25 05:30:57,305 - pyskl - INFO - Epoch [57][1000/2353] lr: 1.724e-02, eta: 13:59:17, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 2.1498, loss: 2.1498 2023-12-25 05:31:19,688 - pyskl - INFO - Epoch [57][1100/2353] lr: 1.723e-02, eta: 13:58:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 2.1472, loss: 2.1472 2023-12-25 05:31:42,036 - pyskl - INFO - Epoch [57][1200/2353] lr: 1.722e-02, eta: 13:58:30, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 2.1840, loss: 2.1840 2023-12-25 05:32:04,347 - pyskl - INFO - Epoch [57][1300/2353] lr: 1.721e-02, eta: 13:58:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 2.1661, loss: 2.1661 2023-12-25 05:32:26,744 - pyskl - INFO - Epoch [57][1400/2353] lr: 1.720e-02, eta: 13:57:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 2.1795, loss: 2.1795 2023-12-25 05:32:49,252 - pyskl - INFO - Epoch [57][1500/2353] lr: 1.719e-02, eta: 13:57:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 2.1520, loss: 2.1520 2023-12-25 05:33:11,605 - pyskl - INFO - Epoch [57][1600/2353] lr: 1.718e-02, eta: 13:56:55, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9838, loss_cls: 2.1427, loss: 2.1427 2023-12-25 05:33:33,938 - pyskl - INFO - Epoch [57][1700/2353] lr: 1.717e-02, eta: 13:56:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 2.1719, loss: 2.1719 2023-12-25 05:33:56,266 - pyskl - INFO - Epoch [57][1800/2353] lr: 1.716e-02, eta: 13:56:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 2.1747, loss: 2.1747 2023-12-25 05:34:18,683 - pyskl - INFO - Epoch [57][1900/2353] lr: 1.715e-02, eta: 13:55:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 2.2243, loss: 2.2243 2023-12-25 05:34:41,033 - pyskl - INFO - Epoch [57][2000/2353] lr: 1.714e-02, eta: 13:55:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 2.1860, loss: 2.1860 2023-12-25 05:35:03,363 - pyskl - INFO - Epoch [57][2100/2353] lr: 1.713e-02, eta: 13:54:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 2.2450, loss: 2.2450 2023-12-25 05:35:25,705 - pyskl - INFO - Epoch [57][2200/2353] lr: 1.712e-02, eta: 13:54:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 2.1661, loss: 2.1661 2023-12-25 05:35:47,974 - pyskl - INFO - Epoch [57][2300/2353] lr: 1.711e-02, eta: 13:54:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 2.1195, loss: 2.1195 2023-12-25 05:36:00,268 - pyskl - INFO - Saving checkpoint at 57 epochs 2023-12-25 05:37:27,012 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 05:37:27,091 - pyskl - INFO - top1_acc 0.8404 top5_acc 0.9823 2023-12-25 05:37:27,095 - pyskl - INFO - Epoch(val) [57][1184] top1_acc: 0.8404, top5_acc: 0.9823 2023-12-25 05:38:06,806 - pyskl - INFO - Epoch [58][100/2353] lr: 1.709e-02, eta: 13:53:42, time: 0.397, data_time: 0.174, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 2.1090, loss: 2.1090 2023-12-25 05:38:29,107 - pyskl - INFO - Epoch [58][200/2353] lr: 1.708e-02, eta: 13:53:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 2.1413, loss: 2.1413 2023-12-25 05:38:51,513 - pyskl - INFO - Epoch [58][300/2353] lr: 1.707e-02, eta: 13:52:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.1217, loss: 2.1217 2023-12-25 05:39:13,936 - pyskl - INFO - Epoch [58][400/2353] lr: 1.706e-02, eta: 13:52:31, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 2.1270, loss: 2.1270 2023-12-25 05:39:36,338 - pyskl - INFO - Epoch [58][500/2353] lr: 1.705e-02, eta: 13:52:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 2.1588, loss: 2.1588 2023-12-25 05:39:58,790 - pyskl - INFO - Epoch [58][600/2353] lr: 1.704e-02, eta: 13:51:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 2.1226, loss: 2.1226 2023-12-25 05:40:21,205 - pyskl - INFO - Epoch [58][700/2353] lr: 1.703e-02, eta: 13:51:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 2.1582, loss: 2.1582 2023-12-25 05:40:43,516 - pyskl - INFO - Epoch [58][800/2353] lr: 1.702e-02, eta: 13:50:56, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 2.1380, loss: 2.1380 2023-12-25 05:41:05,895 - pyskl - INFO - Epoch [58][900/2353] lr: 1.701e-02, eta: 13:50:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 2.1504, loss: 2.1504 2023-12-25 05:41:28,255 - pyskl - INFO - Epoch [58][1000/2353] lr: 1.700e-02, eta: 13:50:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 2.1922, loss: 2.1922 2023-12-25 05:41:50,635 - pyskl - INFO - Epoch [58][1100/2353] lr: 1.699e-02, eta: 13:49:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 2.1973, loss: 2.1973 2023-12-25 05:42:12,953 - pyskl - INFO - Epoch [58][1200/2353] lr: 1.698e-02, eta: 13:49:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 2.1362, loss: 2.1362 2023-12-25 05:42:35,423 - pyskl - INFO - Epoch [58][1300/2353] lr: 1.697e-02, eta: 13:48:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 2.1884, loss: 2.1884 2023-12-25 05:42:57,742 - pyskl - INFO - Epoch [58][1400/2353] lr: 1.696e-02, eta: 13:48:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 2.1766, loss: 2.1766 2023-12-25 05:43:20,140 - pyskl - INFO - Epoch [58][1500/2353] lr: 1.695e-02, eta: 13:48:11, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 2.1474, loss: 2.1474 2023-12-25 05:43:42,426 - pyskl - INFO - Epoch [58][1600/2353] lr: 1.694e-02, eta: 13:47:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 2.2032, loss: 2.2032 2023-12-25 05:44:04,701 - pyskl - INFO - Epoch [58][1700/2353] lr: 1.693e-02, eta: 13:47:23, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 2.2012, loss: 2.2012 2023-12-25 05:44:27,024 - pyskl - INFO - Epoch [58][1800/2353] lr: 1.691e-02, eta: 13:46:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 2.1536, loss: 2.1536 2023-12-25 05:44:49,367 - pyskl - INFO - Epoch [58][1900/2353] lr: 1.690e-02, eta: 13:46:36, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.1710, loss: 2.1710 2023-12-25 05:45:11,782 - pyskl - INFO - Epoch [58][2000/2353] lr: 1.689e-02, eta: 13:46:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 2.1681, loss: 2.1681 2023-12-25 05:45:34,100 - pyskl - INFO - Epoch [58][2100/2353] lr: 1.688e-02, eta: 13:45:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 2.1839, loss: 2.1839 2023-12-25 05:45:56,411 - pyskl - INFO - Epoch [58][2200/2353] lr: 1.687e-02, eta: 13:45:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9762, loss_cls: 2.2126, loss: 2.2126 2023-12-25 05:46:18,710 - pyskl - INFO - Epoch [58][2300/2353] lr: 1.686e-02, eta: 13:45:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 2.1394, loss: 2.1394 2023-12-25 05:46:31,081 - pyskl - INFO - Saving checkpoint at 58 epochs 2023-12-25 05:47:58,239 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 05:47:58,319 - pyskl - INFO - top1_acc 0.8564 top5_acc 0.9843 2023-12-25 05:47:58,324 - pyskl - INFO - Epoch(val) [58][1184] top1_acc: 0.8564, top5_acc: 0.9843 2023-12-25 05:48:37,898 - pyskl - INFO - Epoch [59][100/2353] lr: 1.685e-02, eta: 13:44:33, time: 0.396, data_time: 0.171, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.0942, loss: 2.0942 2023-12-25 05:49:00,236 - pyskl - INFO - Epoch [59][200/2353] lr: 1.684e-02, eta: 13:44:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.0945, loss: 2.0945 2023-12-25 05:49:22,581 - pyskl - INFO - Epoch [59][300/2353] lr: 1.683e-02, eta: 13:43:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 2.1022, loss: 2.1022 2023-12-25 05:49:44,961 - pyskl - INFO - Epoch [59][400/2353] lr: 1.682e-02, eta: 13:43:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 2.1759, loss: 2.1759 2023-12-25 05:50:07,252 - pyskl - INFO - Epoch [59][500/2353] lr: 1.681e-02, eta: 13:42:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 2.1349, loss: 2.1349 2023-12-25 05:50:29,674 - pyskl - INFO - Epoch [59][600/2353] lr: 1.679e-02, eta: 13:42:35, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 2.1539, loss: 2.1539 2023-12-25 05:50:52,067 - pyskl - INFO - Epoch [59][700/2353] lr: 1.678e-02, eta: 13:42:11, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 2.1950, loss: 2.1950 2023-12-25 05:51:14,494 - pyskl - INFO - Epoch [59][800/2353] lr: 1.677e-02, eta: 13:41:48, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 2.1660, loss: 2.1660 2023-12-25 05:51:37,036 - pyskl - INFO - Epoch [59][900/2353] lr: 1.676e-02, eta: 13:41:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 2.1592, loss: 2.1592 2023-12-25 05:51:59,367 - pyskl - INFO - Epoch [59][1000/2353] lr: 1.675e-02, eta: 13:41:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 2.1311, loss: 2.1311 2023-12-25 05:52:21,768 - pyskl - INFO - Epoch [59][1100/2353] lr: 1.674e-02, eta: 13:40:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 2.1206, loss: 2.1206 2023-12-25 05:52:44,228 - pyskl - INFO - Epoch [59][1200/2353] lr: 1.673e-02, eta: 13:40:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 2.1767, loss: 2.1767 2023-12-25 05:53:06,788 - pyskl - INFO - Epoch [59][1300/2353] lr: 1.672e-02, eta: 13:39:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 2.1643, loss: 2.1643 2023-12-25 05:53:29,181 - pyskl - INFO - Epoch [59][1400/2353] lr: 1.671e-02, eta: 13:39:27, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 2.1605, loss: 2.1605 2023-12-25 05:53:51,552 - pyskl - INFO - Epoch [59][1500/2353] lr: 1.670e-02, eta: 13:39:03, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 2.1859, loss: 2.1859 2023-12-25 05:54:13,893 - pyskl - INFO - Epoch [59][1600/2353] lr: 1.669e-02, eta: 13:38:39, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9731, loss_cls: 2.1257, loss: 2.1257 2023-12-25 05:54:36,194 - pyskl - INFO - Epoch [59][1700/2353] lr: 1.668e-02, eta: 13:38:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 2.1474, loss: 2.1474 2023-12-25 05:54:58,511 - pyskl - INFO - Epoch [59][1800/2353] lr: 1.667e-02, eta: 13:37:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 2.0898, loss: 2.0898 2023-12-25 05:55:20,863 - pyskl - INFO - Epoch [59][1900/2353] lr: 1.666e-02, eta: 13:37:28, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 2.1722, loss: 2.1722 2023-12-25 05:55:43,199 - pyskl - INFO - Epoch [59][2000/2353] lr: 1.665e-02, eta: 13:37:05, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 2.1349, loss: 2.1349 2023-12-25 05:56:05,551 - pyskl - INFO - Epoch [59][2100/2353] lr: 1.664e-02, eta: 13:36:41, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 2.1739, loss: 2.1739 2023-12-25 05:56:27,826 - pyskl - INFO - Epoch [59][2200/2353] lr: 1.663e-02, eta: 13:36:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9656, loss_cls: 2.2261, loss: 2.2261 2023-12-25 05:56:50,074 - pyskl - INFO - Epoch [59][2300/2353] lr: 1.662e-02, eta: 13:35:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 2.1739, loss: 2.1739 2023-12-25 05:57:02,413 - pyskl - INFO - Saving checkpoint at 59 epochs 2023-12-25 05:58:30,392 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 05:58:30,471 - pyskl - INFO - top1_acc 0.8657 top5_acc 0.9857 2023-12-25 05:58:30,476 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_54.pth was removed 2023-12-25 05:58:30,622 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_59.pth. 2023-12-25 05:58:30,622 - pyskl - INFO - Best top1_acc is 0.8657 at 59 epoch. 2023-12-25 05:58:30,626 - pyskl - INFO - Epoch(val) [59][1184] top1_acc: 0.8657, top5_acc: 0.9857 2023-12-25 05:59:11,719 - pyskl - INFO - Epoch [60][100/2353] lr: 1.660e-02, eta: 13:35:28, time: 0.411, data_time: 0.188, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 2.1117, loss: 2.1117 2023-12-25 05:59:33,986 - pyskl - INFO - Epoch [60][200/2353] lr: 1.659e-02, eta: 13:35:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 2.1141, loss: 2.1141 2023-12-25 05:59:56,302 - pyskl - INFO - Epoch [60][300/2353] lr: 1.658e-02, eta: 13:34:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 2.1022, loss: 2.1022 2023-12-25 06:00:18,598 - pyskl - INFO - Epoch [60][400/2353] lr: 1.657e-02, eta: 13:34:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.1114, loss: 2.1114 2023-12-25 06:00:40,894 - pyskl - INFO - Epoch [60][500/2353] lr: 1.656e-02, eta: 13:33:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 2.0922, loss: 2.0922 2023-12-25 06:01:03,336 - pyskl - INFO - Epoch [60][600/2353] lr: 1.655e-02, eta: 13:33:29, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 2.1476, loss: 2.1476 2023-12-25 06:01:25,657 - pyskl - INFO - Epoch [60][700/2353] lr: 1.654e-02, eta: 13:33:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 2.1240, loss: 2.1240 2023-12-25 06:01:47,963 - pyskl - INFO - Epoch [60][800/2353] lr: 1.653e-02, eta: 13:32:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 2.1245, loss: 2.1245 2023-12-25 06:02:10,361 - pyskl - INFO - Epoch [60][900/2353] lr: 1.652e-02, eta: 13:32:18, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 2.1879, loss: 2.1879 2023-12-25 06:02:32,619 - pyskl - INFO - Epoch [60][1000/2353] lr: 1.651e-02, eta: 13:31:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 2.1392, loss: 2.1392 2023-12-25 06:02:54,958 - pyskl - INFO - Epoch [60][1100/2353] lr: 1.650e-02, eta: 13:31:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 2.1798, loss: 2.1798 2023-12-25 06:03:17,236 - pyskl - INFO - Epoch [60][1200/2353] lr: 1.648e-02, eta: 13:31:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 2.1517, loss: 2.1517 2023-12-25 06:03:39,546 - pyskl - INFO - Epoch [60][1300/2353] lr: 1.647e-02, eta: 13:30:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 2.1688, loss: 2.1688 2023-12-25 06:04:01,867 - pyskl - INFO - Epoch [60][1400/2353] lr: 1.646e-02, eta: 13:30:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 2.1457, loss: 2.1457 2023-12-25 06:04:24,136 - pyskl - INFO - Epoch [60][1500/2353] lr: 1.645e-02, eta: 13:29:56, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.1423, loss: 2.1423 2023-12-25 06:04:46,342 - pyskl - INFO - Epoch [60][1600/2353] lr: 1.644e-02, eta: 13:29:32, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 2.2070, loss: 2.2070 2023-12-25 06:05:08,552 - pyskl - INFO - Epoch [60][1700/2353] lr: 1.643e-02, eta: 13:29:09, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 2.1728, loss: 2.1728 2023-12-25 06:05:30,788 - pyskl - INFO - Epoch [60][1800/2353] lr: 1.642e-02, eta: 13:28:45, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 2.1916, loss: 2.1916 2023-12-25 06:05:53,068 - pyskl - INFO - Epoch [60][1900/2353] lr: 1.641e-02, eta: 13:28:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 2.2141, loss: 2.2141 2023-12-25 06:06:15,415 - pyskl - INFO - Epoch [60][2000/2353] lr: 1.640e-02, eta: 13:27:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 2.1550, loss: 2.1550 2023-12-25 06:06:37,785 - pyskl - INFO - Epoch [60][2100/2353] lr: 1.639e-02, eta: 13:27:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9844, loss_cls: 2.1409, loss: 2.1409 2023-12-25 06:07:00,105 - pyskl - INFO - Epoch [60][2200/2353] lr: 1.638e-02, eta: 13:27:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.1356, loss: 2.1356 2023-12-25 06:07:22,383 - pyskl - INFO - Epoch [60][2300/2353] lr: 1.637e-02, eta: 13:26:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 2.1411, loss: 2.1411 2023-12-25 06:07:34,832 - pyskl - INFO - Saving checkpoint at 60 epochs 2023-12-25 06:09:02,685 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 06:09:02,765 - pyskl - INFO - top1_acc 0.8499 top5_acc 0.9866 2023-12-25 06:09:02,769 - pyskl - INFO - Epoch(val) [60][1184] top1_acc: 0.8499, top5_acc: 0.9866 2023-12-25 06:09:43,170 - pyskl - INFO - Epoch [61][100/2353] lr: 1.635e-02, eta: 13:26:20, time: 0.404, data_time: 0.181, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 2.1257, loss: 2.1257 2023-12-25 06:10:05,424 - pyskl - INFO - Epoch [61][200/2353] lr: 1.634e-02, eta: 13:25:56, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 2.0846, loss: 2.0846 2023-12-25 06:10:27,742 - pyskl - INFO - Epoch [61][300/2353] lr: 1.633e-02, eta: 13:25:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.0890, loss: 2.0890 2023-12-25 06:10:50,018 - pyskl - INFO - Epoch [61][400/2353] lr: 1.632e-02, eta: 13:25:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 2.1462, loss: 2.1462 2023-12-25 06:11:12,312 - pyskl - INFO - Epoch [61][500/2353] lr: 1.631e-02, eta: 13:24:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 2.1355, loss: 2.1355 2023-12-25 06:11:34,680 - pyskl - INFO - Epoch [61][600/2353] lr: 1.630e-02, eta: 13:24:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 2.1137, loss: 2.1137 2023-12-25 06:11:56,995 - pyskl - INFO - Epoch [61][700/2353] lr: 1.629e-02, eta: 13:23:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 2.1485, loss: 2.1485 2023-12-25 06:12:19,447 - pyskl - INFO - Epoch [61][800/2353] lr: 1.628e-02, eta: 13:23:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9712, loss_cls: 2.1381, loss: 2.1381 2023-12-25 06:12:41,732 - pyskl - INFO - Epoch [61][900/2353] lr: 1.627e-02, eta: 13:23:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 2.1906, loss: 2.1906 2023-12-25 06:13:04,053 - pyskl - INFO - Epoch [61][1000/2353] lr: 1.626e-02, eta: 13:22:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.1002, loss: 2.1002 2023-12-25 06:13:26,350 - pyskl - INFO - Epoch [61][1100/2353] lr: 1.625e-02, eta: 13:22:23, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9644, loss_cls: 2.2001, loss: 2.2001 2023-12-25 06:13:48,717 - pyskl - INFO - Epoch [61][1200/2353] lr: 1.624e-02, eta: 13:21:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 2.1467, loss: 2.1467 2023-12-25 06:14:11,013 - pyskl - INFO - Epoch [61][1300/2353] lr: 1.623e-02, eta: 13:21:36, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 2.1644, loss: 2.1644 2023-12-25 06:14:33,359 - pyskl - INFO - Epoch [61][1400/2353] lr: 1.621e-02, eta: 13:21:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 2.1171, loss: 2.1171 2023-12-25 06:14:55,612 - pyskl - INFO - Epoch [61][1500/2353] lr: 1.620e-02, eta: 13:20:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 2.1276, loss: 2.1276 2023-12-25 06:15:17,843 - pyskl - INFO - Epoch [61][1600/2353] lr: 1.619e-02, eta: 13:20:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.0937, loss: 2.0937 2023-12-25 06:15:40,054 - pyskl - INFO - Epoch [61][1700/2353] lr: 1.618e-02, eta: 13:20:01, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 2.1383, loss: 2.1383 2023-12-25 06:16:02,320 - pyskl - INFO - Epoch [61][1800/2353] lr: 1.617e-02, eta: 13:19:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.1098, loss: 2.1098 2023-12-25 06:16:24,557 - pyskl - INFO - Epoch [61][1900/2353] lr: 1.616e-02, eta: 13:19:13, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 2.1488, loss: 2.1488 2023-12-25 06:16:46,819 - pyskl - INFO - Epoch [61][2000/2353] lr: 1.615e-02, eta: 13:18:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9812, loss_cls: 2.1663, loss: 2.1663 2023-12-25 06:17:09,064 - pyskl - INFO - Epoch [61][2100/2353] lr: 1.614e-02, eta: 13:18:26, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 2.1917, loss: 2.1917 2023-12-25 06:17:31,287 - pyskl - INFO - Epoch [61][2200/2353] lr: 1.613e-02, eta: 13:18:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 2.1552, loss: 2.1552 2023-12-25 06:17:53,560 - pyskl - INFO - Epoch [61][2300/2353] lr: 1.612e-02, eta: 13:17:39, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9831, loss_cls: 2.1447, loss: 2.1447 2023-12-25 06:18:05,902 - pyskl - INFO - Saving checkpoint at 61 epochs 2023-12-25 06:19:33,901 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 06:19:33,979 - pyskl - INFO - top1_acc 0.8652 top5_acc 0.9850 2023-12-25 06:19:33,984 - pyskl - INFO - Epoch(val) [61][1184] top1_acc: 0.8652, top5_acc: 0.9850 2023-12-25 06:20:14,622 - pyskl - INFO - Epoch [62][100/2353] lr: 1.610e-02, eta: 13:17:12, time: 0.406, data_time: 0.183, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9775, loss_cls: 2.0757, loss: 2.0757 2023-12-25 06:20:36,869 - pyskl - INFO - Epoch [62][200/2353] lr: 1.609e-02, eta: 13:16:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9869, loss_cls: 2.1159, loss: 2.1159 2023-12-25 06:20:59,113 - pyskl - INFO - Epoch [62][300/2353] lr: 1.608e-02, eta: 13:16:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 2.1169, loss: 2.1169 2023-12-25 06:21:21,314 - pyskl - INFO - Epoch [62][400/2353] lr: 1.607e-02, eta: 13:16:01, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.1096, loss: 2.1096 2023-12-25 06:21:43,535 - pyskl - INFO - Epoch [62][500/2353] lr: 1.606e-02, eta: 13:15:37, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 2.1351, loss: 2.1351 2023-12-25 06:22:05,739 - pyskl - INFO - Epoch [62][600/2353] lr: 1.605e-02, eta: 13:15:13, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 2.1495, loss: 2.1495 2023-12-25 06:22:28,012 - pyskl - INFO - Epoch [62][700/2353] lr: 1.604e-02, eta: 13:14:49, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 2.1867, loss: 2.1867 2023-12-25 06:22:50,309 - pyskl - INFO - Epoch [62][800/2353] lr: 1.603e-02, eta: 13:14:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 2.1311, loss: 2.1311 2023-12-25 06:23:12,659 - pyskl - INFO - Epoch [62][900/2353] lr: 1.602e-02, eta: 13:14:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 2.1550, loss: 2.1550 2023-12-25 06:23:34,933 - pyskl - INFO - Epoch [62][1000/2353] lr: 1.601e-02, eta: 13:13:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 2.1491, loss: 2.1491 2023-12-25 06:23:57,194 - pyskl - INFO - Epoch [62][1100/2353] lr: 1.600e-02, eta: 13:13:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 2.1875, loss: 2.1875 2023-12-25 06:24:19,505 - pyskl - INFO - Epoch [62][1200/2353] lr: 1.598e-02, eta: 13:12:51, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 2.1307, loss: 2.1307 2023-12-25 06:24:42,003 - pyskl - INFO - Epoch [62][1300/2353] lr: 1.597e-02, eta: 13:12:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9844, loss_cls: 2.1368, loss: 2.1368 2023-12-25 06:25:04,295 - pyskl - INFO - Epoch [62][1400/2353] lr: 1.596e-02, eta: 13:12:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 2.1426, loss: 2.1426 2023-12-25 06:25:26,543 - pyskl - INFO - Epoch [62][1500/2353] lr: 1.595e-02, eta: 13:11:40, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9731, loss_cls: 2.1416, loss: 2.1416 2023-12-25 06:25:48,846 - pyskl - INFO - Epoch [62][1600/2353] lr: 1.594e-02, eta: 13:11:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 2.1004, loss: 2.1004 2023-12-25 06:26:11,102 - pyskl - INFO - Epoch [62][1700/2353] lr: 1.593e-02, eta: 13:10:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 2.0803, loss: 2.0803 2023-12-25 06:26:33,350 - pyskl - INFO - Epoch [62][1800/2353] lr: 1.592e-02, eta: 13:10:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 2.1248, loss: 2.1248 2023-12-25 06:26:55,569 - pyskl - INFO - Epoch [62][1900/2353] lr: 1.591e-02, eta: 13:10:06, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 2.1809, loss: 2.1809 2023-12-25 06:27:17,876 - pyskl - INFO - Epoch [62][2000/2353] lr: 1.590e-02, eta: 13:09:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 2.1431, loss: 2.1431 2023-12-25 06:27:40,187 - pyskl - INFO - Epoch [62][2100/2353] lr: 1.589e-02, eta: 13:09:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9844, loss_cls: 2.1540, loss: 2.1540 2023-12-25 06:28:02,437 - pyskl - INFO - Epoch [62][2200/2353] lr: 1.588e-02, eta: 13:08:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9788, loss_cls: 2.1931, loss: 2.1931 2023-12-25 06:28:24,746 - pyskl - INFO - Epoch [62][2300/2353] lr: 1.587e-02, eta: 13:08:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 2.1464, loss: 2.1464 2023-12-25 06:28:37,041 - pyskl - INFO - Saving checkpoint at 62 epochs 2023-12-25 06:30:04,745 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 06:30:04,823 - pyskl - INFO - top1_acc 0.8469 top5_acc 0.9843 2023-12-25 06:30:04,827 - pyskl - INFO - Epoch(val) [62][1184] top1_acc: 0.8469, top5_acc: 0.9843 2023-12-25 06:30:45,286 - pyskl - INFO - Epoch [63][100/2353] lr: 1.585e-02, eta: 13:08:04, time: 0.405, data_time: 0.181, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9756, loss_cls: 2.1230, loss: 2.1230 2023-12-25 06:31:07,558 - pyskl - INFO - Epoch [63][200/2353] lr: 1.584e-02, eta: 13:07:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.0775, loss: 2.0775 2023-12-25 06:31:29,802 - pyskl - INFO - Epoch [63][300/2353] lr: 1.583e-02, eta: 13:07:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 2.1174, loss: 2.1174 2023-12-25 06:31:52,013 - pyskl - INFO - Epoch [63][400/2353] lr: 1.582e-02, eta: 13:06:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 2.1245, loss: 2.1245 2023-12-25 06:32:14,274 - pyskl - INFO - Epoch [63][500/2353] lr: 1.581e-02, eta: 13:06:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.0854, loss: 2.0854 2023-12-25 06:32:36,564 - pyskl - INFO - Epoch [63][600/2353] lr: 1.580e-02, eta: 13:06:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 2.1039, loss: 2.1039 2023-12-25 06:32:58,839 - pyskl - INFO - Epoch [63][700/2353] lr: 1.579e-02, eta: 13:05:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9750, loss_cls: 2.1327, loss: 2.1327 2023-12-25 06:33:21,029 - pyskl - INFO - Epoch [63][800/2353] lr: 1.578e-02, eta: 13:05:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 2.1033, loss: 2.1033 2023-12-25 06:33:43,341 - pyskl - INFO - Epoch [63][900/2353] lr: 1.577e-02, eta: 13:04:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.1523, loss: 2.1523 2023-12-25 06:34:05,690 - pyskl - INFO - Epoch [63][1000/2353] lr: 1.575e-02, eta: 13:04:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 2.1260, loss: 2.1260 2023-12-25 06:34:28,054 - pyskl - INFO - Epoch [63][1100/2353] lr: 1.574e-02, eta: 13:04:08, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 2.1240, loss: 2.1240 2023-12-25 06:34:50,418 - pyskl - INFO - Epoch [63][1200/2353] lr: 1.573e-02, eta: 13:03:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 2.1208, loss: 2.1208 2023-12-25 06:35:12,751 - pyskl - INFO - Epoch [63][1300/2353] lr: 1.572e-02, eta: 13:03:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 2.1323, loss: 2.1323 2023-12-25 06:35:35,081 - pyskl - INFO - Epoch [63][1400/2353] lr: 1.571e-02, eta: 13:02:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 2.1429, loss: 2.1429 2023-12-25 06:35:57,314 - pyskl - INFO - Epoch [63][1500/2353] lr: 1.570e-02, eta: 13:02:33, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9844, loss_cls: 2.1374, loss: 2.1374 2023-12-25 06:36:19,581 - pyskl - INFO - Epoch [63][1600/2353] lr: 1.569e-02, eta: 13:02:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9756, loss_cls: 2.1154, loss: 2.1154 2023-12-25 06:36:41,833 - pyskl - INFO - Epoch [63][1700/2353] lr: 1.568e-02, eta: 13:01:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 2.1447, loss: 2.1447 2023-12-25 06:37:04,071 - pyskl - INFO - Epoch [63][1800/2353] lr: 1.567e-02, eta: 13:01:22, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9838, loss_cls: 2.1303, loss: 2.1303 2023-12-25 06:37:26,332 - pyskl - INFO - Epoch [63][1900/2353] lr: 1.566e-02, eta: 13:00:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 2.1684, loss: 2.1684 2023-12-25 06:37:48,607 - pyskl - INFO - Epoch [63][2000/2353] lr: 1.565e-02, eta: 13:00:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 2.1471, loss: 2.1471 2023-12-25 06:38:10,945 - pyskl - INFO - Epoch [63][2100/2353] lr: 1.564e-02, eta: 13:00:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9819, loss_cls: 2.1431, loss: 2.1431 2023-12-25 06:38:33,189 - pyskl - INFO - Epoch [63][2200/2353] lr: 1.563e-02, eta: 12:59:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 2.1868, loss: 2.1868 2023-12-25 06:38:55,511 - pyskl - INFO - Epoch [63][2300/2353] lr: 1.561e-02, eta: 12:59:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 2.1872, loss: 2.1872 2023-12-25 06:39:07,844 - pyskl - INFO - Saving checkpoint at 63 epochs 2023-12-25 06:40:35,815 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 06:40:35,894 - pyskl - INFO - top1_acc 0.8578 top5_acc 0.9857 2023-12-25 06:40:35,898 - pyskl - INFO - Epoch(val) [63][1184] top1_acc: 0.8578, top5_acc: 0.9857 2023-12-25 06:41:16,450 - pyskl - INFO - Epoch [64][100/2353] lr: 1.560e-02, eta: 12:58:57, time: 0.405, data_time: 0.183, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 2.1028, loss: 2.1028 2023-12-25 06:41:38,672 - pyskl - INFO - Epoch [64][200/2353] lr: 1.559e-02, eta: 12:58:33, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.0762, loss: 2.0762 2023-12-25 06:42:00,851 - pyskl - INFO - Epoch [64][300/2353] lr: 1.558e-02, eta: 12:58:10, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.0656, loss: 2.0656 2023-12-25 06:42:23,124 - pyskl - INFO - Epoch [64][400/2353] lr: 1.557e-02, eta: 12:57:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.1104, loss: 2.1104 2023-12-25 06:42:45,385 - pyskl - INFO - Epoch [64][500/2353] lr: 1.555e-02, eta: 12:57:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 2.1424, loss: 2.1424 2023-12-25 06:43:07,627 - pyskl - INFO - Epoch [64][600/2353] lr: 1.554e-02, eta: 12:56:59, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9719, loss_cls: 2.1231, loss: 2.1231 2023-12-25 06:43:29,875 - pyskl - INFO - Epoch [64][700/2353] lr: 1.553e-02, eta: 12:56:35, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 2.1125, loss: 2.1125 2023-12-25 06:43:52,120 - pyskl - INFO - Epoch [64][800/2353] lr: 1.552e-02, eta: 12:56:11, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.0934, loss: 2.0934 2023-12-25 06:44:14,360 - pyskl - INFO - Epoch [64][900/2353] lr: 1.551e-02, eta: 12:55:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 2.1640, loss: 2.1640 2023-12-25 06:44:36,887 - pyskl - INFO - Epoch [64][1000/2353] lr: 1.550e-02, eta: 12:55:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 2.1259, loss: 2.1259 2023-12-25 06:44:59,189 - pyskl - INFO - Epoch [64][1100/2353] lr: 1.549e-02, eta: 12:55:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 2.1573, loss: 2.1573 2023-12-25 06:45:21,423 - pyskl - INFO - Epoch [64][1200/2353] lr: 1.548e-02, eta: 12:54:37, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 2.1566, loss: 2.1566 2023-12-25 06:45:43,619 - pyskl - INFO - Epoch [64][1300/2353] lr: 1.547e-02, eta: 12:54:14, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 2.1785, loss: 2.1785 2023-12-25 06:46:05,955 - pyskl - INFO - Epoch [64][1400/2353] lr: 1.546e-02, eta: 12:53:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 2.1273, loss: 2.1273 2023-12-25 06:46:28,157 - pyskl - INFO - Epoch [64][1500/2353] lr: 1.545e-02, eta: 12:53:26, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 2.1348, loss: 2.1348 2023-12-25 06:46:50,463 - pyskl - INFO - Epoch [64][1600/2353] lr: 1.544e-02, eta: 12:53:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9794, loss_cls: 2.1571, loss: 2.1571 2023-12-25 06:47:12,765 - pyskl - INFO - Epoch [64][1700/2353] lr: 1.543e-02, eta: 12:52:39, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 2.1484, loss: 2.1484 2023-12-25 06:47:35,073 - pyskl - INFO - Epoch [64][1800/2353] lr: 1.541e-02, eta: 12:52:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 2.1259, loss: 2.1259 2023-12-25 06:47:57,375 - pyskl - INFO - Epoch [64][1900/2353] lr: 1.540e-02, eta: 12:51:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.1079, loss: 2.1079 2023-12-25 06:48:19,633 - pyskl - INFO - Epoch [64][2000/2353] lr: 1.539e-02, eta: 12:51:28, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 2.1130, loss: 2.1130 2023-12-25 06:48:41,898 - pyskl - INFO - Epoch [64][2100/2353] lr: 1.538e-02, eta: 12:51:05, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 2.1411, loss: 2.1411 2023-12-25 06:49:04,177 - pyskl - INFO - Epoch [64][2200/2353] lr: 1.537e-02, eta: 12:50:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 2.1789, loss: 2.1789 2023-12-25 06:49:26,461 - pyskl - INFO - Epoch [64][2300/2353] lr: 1.536e-02, eta: 12:50:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9869, loss_cls: 2.1058, loss: 2.1058 2023-12-25 06:49:38,788 - pyskl - INFO - Saving checkpoint at 64 epochs 2023-12-25 06:51:06,727 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 06:51:06,805 - pyskl - INFO - top1_acc 0.8602 top5_acc 0.9848 2023-12-25 06:51:06,809 - pyskl - INFO - Epoch(val) [64][1184] top1_acc: 0.8602, top5_acc: 0.9848 2023-12-25 06:51:47,020 - pyskl - INFO - Epoch [65][100/2353] lr: 1.534e-02, eta: 12:49:50, time: 0.402, data_time: 0.179, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9794, loss_cls: 2.0558, loss: 2.0558 2023-12-25 06:52:09,276 - pyskl - INFO - Epoch [65][200/2353] lr: 1.533e-02, eta: 12:49:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9719, loss_cls: 2.1307, loss: 2.1307 2023-12-25 06:52:31,540 - pyskl - INFO - Epoch [65][300/2353] lr: 1.532e-02, eta: 12:49:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 2.1043, loss: 2.1043 2023-12-25 06:52:53,798 - pyskl - INFO - Epoch [65][400/2353] lr: 1.531e-02, eta: 12:48:39, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.0912, loss: 2.0912 2023-12-25 06:53:16,051 - pyskl - INFO - Epoch [65][500/2353] lr: 1.530e-02, eta: 12:48:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 2.1078, loss: 2.1078 2023-12-25 06:53:38,313 - pyskl - INFO - Epoch [65][600/2353] lr: 1.529e-02, eta: 12:47:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 2.1270, loss: 2.1270 2023-12-25 06:54:00,557 - pyskl - INFO - Epoch [65][700/2353] lr: 1.528e-02, eta: 12:47:28, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 2.0956, loss: 2.0956 2023-12-25 06:54:22,791 - pyskl - INFO - Epoch [65][800/2353] lr: 1.527e-02, eta: 12:47:05, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 2.1306, loss: 2.1306 2023-12-25 06:54:45,044 - pyskl - INFO - Epoch [65][900/2353] lr: 1.526e-02, eta: 12:46:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 2.1096, loss: 2.1096 2023-12-25 06:55:07,302 - pyskl - INFO - Epoch [65][1000/2353] lr: 1.525e-02, eta: 12:46:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 2.1383, loss: 2.1383 2023-12-25 06:55:29,816 - pyskl - INFO - Epoch [65][1100/2353] lr: 1.524e-02, eta: 12:45:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 2.0872, loss: 2.0872 2023-12-25 06:55:52,153 - pyskl - INFO - Epoch [65][1200/2353] lr: 1.522e-02, eta: 12:45:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.1092, loss: 2.1092 2023-12-25 06:56:14,474 - pyskl - INFO - Epoch [65][1300/2353] lr: 1.521e-02, eta: 12:45:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 2.1294, loss: 2.1294 2023-12-25 06:56:36,797 - pyskl - INFO - Epoch [65][1400/2353] lr: 1.520e-02, eta: 12:44:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9862, loss_cls: 2.0939, loss: 2.0939 2023-12-25 06:56:59,123 - pyskl - INFO - Epoch [65][1500/2353] lr: 1.519e-02, eta: 12:44:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 2.1139, loss: 2.1139 2023-12-25 06:57:21,495 - pyskl - INFO - Epoch [65][1600/2353] lr: 1.518e-02, eta: 12:43:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 2.1337, loss: 2.1337 2023-12-25 06:57:43,829 - pyskl - INFO - Epoch [65][1700/2353] lr: 1.517e-02, eta: 12:43:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9712, loss_cls: 2.1859, loss: 2.1859 2023-12-25 06:58:06,156 - pyskl - INFO - Epoch [65][1800/2353] lr: 1.516e-02, eta: 12:43:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 2.1299, loss: 2.1299 2023-12-25 06:58:28,440 - pyskl - INFO - Epoch [65][1900/2353] lr: 1.515e-02, eta: 12:42:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.1064, loss: 2.1064 2023-12-25 06:58:50,726 - pyskl - INFO - Epoch [65][2000/2353] lr: 1.514e-02, eta: 12:42:23, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 2.1571, loss: 2.1571 2023-12-25 06:59:13,000 - pyskl - INFO - Epoch [65][2100/2353] lr: 1.513e-02, eta: 12:41:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 2.1607, loss: 2.1607 2023-12-25 06:59:35,309 - pyskl - INFO - Epoch [65][2200/2353] lr: 1.512e-02, eta: 12:41:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.1068, loss: 2.1068 2023-12-25 06:59:57,544 - pyskl - INFO - Epoch [65][2300/2353] lr: 1.510e-02, eta: 12:41:12, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 2.1241, loss: 2.1241 2023-12-25 07:00:09,890 - pyskl - INFO - Saving checkpoint at 65 epochs 2023-12-25 07:01:37,789 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 07:01:37,868 - pyskl - INFO - top1_acc 0.8657 top5_acc 0.9858 2023-12-25 07:01:37,872 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_59.pth was removed 2023-12-25 07:01:38,016 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_65.pth. 2023-12-25 07:01:38,017 - pyskl - INFO - Best top1_acc is 0.8657 at 65 epoch. 2023-12-25 07:01:38,021 - pyskl - INFO - Epoch(val) [65][1184] top1_acc: 0.8657, top5_acc: 0.9858 2023-12-25 07:02:18,529 - pyskl - INFO - Epoch [66][100/2353] lr: 1.509e-02, eta: 12:40:44, time: 0.405, data_time: 0.182, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 2.0732, loss: 2.0732 2023-12-25 07:02:40,846 - pyskl - INFO - Epoch [66][200/2353] lr: 1.508e-02, eta: 12:40:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.0272, loss: 2.0272 2023-12-25 07:03:03,142 - pyskl - INFO - Epoch [66][300/2353] lr: 1.507e-02, eta: 12:39:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 2.1008, loss: 2.1008 2023-12-25 07:03:25,431 - pyskl - INFO - Epoch [66][400/2353] lr: 1.506e-02, eta: 12:39:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 2.0963, loss: 2.0963 2023-12-25 07:03:47,703 - pyskl - INFO - Epoch [66][500/2353] lr: 1.504e-02, eta: 12:39:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9762, loss_cls: 2.0950, loss: 2.0950 2023-12-25 07:04:09,938 - pyskl - INFO - Epoch [66][600/2353] lr: 1.503e-02, eta: 12:38:46, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 2.1260, loss: 2.1260 2023-12-25 07:04:32,230 - pyskl - INFO - Epoch [66][700/2353] lr: 1.502e-02, eta: 12:38:23, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 2.1280, loss: 2.1280 2023-12-25 07:04:54,495 - pyskl - INFO - Epoch [66][800/2353] lr: 1.501e-02, eta: 12:37:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 2.1196, loss: 2.1196 2023-12-25 07:05:16,774 - pyskl - INFO - Epoch [66][900/2353] lr: 1.500e-02, eta: 12:37:36, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.0988, loss: 2.0988 2023-12-25 07:05:39,095 - pyskl - INFO - Epoch [66][1000/2353] lr: 1.499e-02, eta: 12:37:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 2.1064, loss: 2.1064 2023-12-25 07:06:01,373 - pyskl - INFO - Epoch [66][1100/2353] lr: 1.498e-02, eta: 12:36:49, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 2.1146, loss: 2.1146 2023-12-25 07:06:23,775 - pyskl - INFO - Epoch [66][1200/2353] lr: 1.497e-02, eta: 12:36:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 2.1321, loss: 2.1321 2023-12-25 07:06:46,080 - pyskl - INFO - Epoch [66][1300/2353] lr: 1.496e-02, eta: 12:36:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 2.1346, loss: 2.1346 2023-12-25 07:07:08,396 - pyskl - INFO - Epoch [66][1400/2353] lr: 1.495e-02, eta: 12:35:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.0804, loss: 2.0804 2023-12-25 07:07:30,771 - pyskl - INFO - Epoch [66][1500/2353] lr: 1.494e-02, eta: 12:35:15, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 2.1053, loss: 2.1053 2023-12-25 07:07:53,132 - pyskl - INFO - Epoch [66][1600/2353] lr: 1.492e-02, eta: 12:34:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 2.1404, loss: 2.1404 2023-12-25 07:08:15,513 - pyskl - INFO - Epoch [66][1700/2353] lr: 1.491e-02, eta: 12:34:28, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 2.1301, loss: 2.1301 2023-12-25 07:08:37,819 - pyskl - INFO - Epoch [66][1800/2353] lr: 1.490e-02, eta: 12:34:05, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.1082, loss: 2.1082 2023-12-25 07:09:00,066 - pyskl - INFO - Epoch [66][1900/2353] lr: 1.489e-02, eta: 12:33:41, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 2.1408, loss: 2.1408 2023-12-25 07:09:22,329 - pyskl - INFO - Epoch [66][2000/2353] lr: 1.488e-02, eta: 12:33:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.0629, loss: 2.0629 2023-12-25 07:09:44,715 - pyskl - INFO - Epoch [66][2100/2353] lr: 1.487e-02, eta: 12:32:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9750, loss_cls: 2.1308, loss: 2.1308 2023-12-25 07:10:07,060 - pyskl - INFO - Epoch [66][2200/2353] lr: 1.486e-02, eta: 12:32:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 2.1392, loss: 2.1392 2023-12-25 07:10:29,361 - pyskl - INFO - Epoch [66][2300/2353] lr: 1.485e-02, eta: 12:32:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 2.1537, loss: 2.1537 2023-12-25 07:10:41,715 - pyskl - INFO - Saving checkpoint at 66 epochs 2023-12-25 07:12:09,574 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 07:12:09,653 - pyskl - INFO - top1_acc 0.8595 top5_acc 0.9837 2023-12-25 07:12:09,657 - pyskl - INFO - Epoch(val) [66][1184] top1_acc: 0.8595, top5_acc: 0.9837 2023-12-25 07:12:50,295 - pyskl - INFO - Epoch [67][100/2353] lr: 1.483e-02, eta: 12:31:40, time: 0.406, data_time: 0.184, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 2.1054, loss: 2.1054 2023-12-25 07:13:12,551 - pyskl - INFO - Epoch [67][200/2353] lr: 1.482e-02, eta: 12:31:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.0381, loss: 2.0381 2023-12-25 07:13:34,809 - pyskl - INFO - Epoch [67][300/2353] lr: 1.481e-02, eta: 12:30:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.0359, loss: 2.0359 2023-12-25 07:13:57,052 - pyskl - INFO - Epoch [67][400/2353] lr: 1.480e-02, eta: 12:30:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.0628, loss: 2.0628 2023-12-25 07:14:19,312 - pyskl - INFO - Epoch [67][500/2353] lr: 1.479e-02, eta: 12:30:05, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 2.1064, loss: 2.1064 2023-12-25 07:14:41,604 - pyskl - INFO - Epoch [67][600/2353] lr: 1.478e-02, eta: 12:29:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.0846, loss: 2.0846 2023-12-25 07:15:03,906 - pyskl - INFO - Epoch [67][700/2353] lr: 1.477e-02, eta: 12:29:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.0914, loss: 2.0914 2023-12-25 07:15:26,184 - pyskl - INFO - Epoch [67][800/2353] lr: 1.475e-02, eta: 12:28:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 2.1148, loss: 2.1148 2023-12-25 07:15:48,418 - pyskl - INFO - Epoch [67][900/2353] lr: 1.474e-02, eta: 12:28:31, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.1229, loss: 2.1229 2023-12-25 07:16:10,688 - pyskl - INFO - Epoch [67][1000/2353] lr: 1.473e-02, eta: 12:28:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.0785, loss: 2.0785 2023-12-25 07:16:32,991 - pyskl - INFO - Epoch [67][1100/2353] lr: 1.472e-02, eta: 12:27:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 2.1114, loss: 2.1114 2023-12-25 07:16:55,311 - pyskl - INFO - Epoch [67][1200/2353] lr: 1.471e-02, eta: 12:27:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 2.1202, loss: 2.1202 2023-12-25 07:17:17,776 - pyskl - INFO - Epoch [67][1300/2353] lr: 1.470e-02, eta: 12:26:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 2.1424, loss: 2.1424 2023-12-25 07:17:40,136 - pyskl - INFO - Epoch [67][1400/2353] lr: 1.469e-02, eta: 12:26:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 2.1358, loss: 2.1358 2023-12-25 07:18:02,458 - pyskl - INFO - Epoch [67][1500/2353] lr: 1.468e-02, eta: 12:26:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 2.2004, loss: 2.2004 2023-12-25 07:18:24,779 - pyskl - INFO - Epoch [67][1600/2353] lr: 1.467e-02, eta: 12:25:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9844, loss_cls: 2.1254, loss: 2.1254 2023-12-25 07:18:47,068 - pyskl - INFO - Epoch [67][1700/2353] lr: 1.466e-02, eta: 12:25:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 2.1187, loss: 2.1187 2023-12-25 07:19:09,350 - pyskl - INFO - Epoch [67][1800/2353] lr: 1.465e-02, eta: 12:25:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9869, loss_cls: 2.1146, loss: 2.1146 2023-12-25 07:19:31,747 - pyskl - INFO - Epoch [67][1900/2353] lr: 1.463e-02, eta: 12:24:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 2.1746, loss: 2.1746 2023-12-25 07:19:54,067 - pyskl - INFO - Epoch [67][2000/2353] lr: 1.462e-02, eta: 12:24:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 2.1049, loss: 2.1049 2023-12-25 07:20:16,393 - pyskl - INFO - Epoch [67][2100/2353] lr: 1.461e-02, eta: 12:23:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.1334, loss: 2.1334 2023-12-25 07:20:38,902 - pyskl - INFO - Epoch [67][2200/2353] lr: 1.460e-02, eta: 12:23:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 2.1036, loss: 2.1036 2023-12-25 07:21:01,192 - pyskl - INFO - Epoch [67][2300/2353] lr: 1.459e-02, eta: 12:23:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 2.1010, loss: 2.1010 2023-12-25 07:21:13,464 - pyskl - INFO - Saving checkpoint at 67 epochs 2023-12-25 07:22:41,331 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 07:22:41,410 - pyskl - INFO - top1_acc 0.8562 top5_acc 0.9839 2023-12-25 07:22:41,414 - pyskl - INFO - Epoch(val) [67][1184] top1_acc: 0.8562, top5_acc: 0.9839 2023-12-25 07:23:22,047 - pyskl - INFO - Epoch [68][100/2353] lr: 1.457e-02, eta: 12:22:35, time: 0.406, data_time: 0.183, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 2.0913, loss: 2.0913 2023-12-25 07:23:44,316 - pyskl - INFO - Epoch [68][200/2353] lr: 1.456e-02, eta: 12:22:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.0462, loss: 2.0462 2023-12-25 07:24:06,578 - pyskl - INFO - Epoch [68][300/2353] lr: 1.455e-02, eta: 12:21:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 2.0945, loss: 2.0945 2023-12-25 07:24:28,858 - pyskl - INFO - Epoch [68][400/2353] lr: 1.454e-02, eta: 12:21:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 2.1062, loss: 2.1062 2023-12-25 07:24:51,064 - pyskl - INFO - Epoch [68][500/2353] lr: 1.453e-02, eta: 12:21:01, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 2.0666, loss: 2.0666 2023-12-25 07:25:13,265 - pyskl - INFO - Epoch [68][600/2353] lr: 1.452e-02, eta: 12:20:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 2.0924, loss: 2.0924 2023-12-25 07:25:35,479 - pyskl - INFO - Epoch [68][700/2353] lr: 1.451e-02, eta: 12:20:14, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.0617, loss: 2.0617 2023-12-25 07:25:57,706 - pyskl - INFO - Epoch [68][800/2353] lr: 1.450e-02, eta: 12:19:51, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.1009, loss: 2.1009 2023-12-25 07:26:19,919 - pyskl - INFO - Epoch [68][900/2353] lr: 1.449e-02, eta: 12:19:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 2.1054, loss: 2.1054 2023-12-25 07:26:42,088 - pyskl - INFO - Epoch [68][1000/2353] lr: 1.447e-02, eta: 12:19:03, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 2.1020, loss: 2.1020 2023-12-25 07:27:04,345 - pyskl - INFO - Epoch [68][1100/2353] lr: 1.446e-02, eta: 12:18:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 2.1802, loss: 2.1802 2023-12-25 07:27:26,587 - pyskl - INFO - Epoch [68][1200/2353] lr: 1.445e-02, eta: 12:18:16, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 2.0890, loss: 2.0890 2023-12-25 07:27:48,878 - pyskl - INFO - Epoch [68][1300/2353] lr: 1.444e-02, eta: 12:17:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 2.0983, loss: 2.0983 2023-12-25 07:28:11,173 - pyskl - INFO - Epoch [68][1400/2353] lr: 1.443e-02, eta: 12:17:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9750, loss_cls: 2.1197, loss: 2.1197 2023-12-25 07:28:33,485 - pyskl - INFO - Epoch [68][1500/2353] lr: 1.442e-02, eta: 12:17:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 2.1238, loss: 2.1238 2023-12-25 07:28:55,770 - pyskl - INFO - Epoch [68][1600/2353] lr: 1.441e-02, eta: 12:16:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.0786, loss: 2.0786 2023-12-25 07:29:18,087 - pyskl - INFO - Epoch [68][1700/2353] lr: 1.440e-02, eta: 12:16:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 2.1113, loss: 2.1113 2023-12-25 07:29:40,398 - pyskl - INFO - Epoch [68][1800/2353] lr: 1.439e-02, eta: 12:15:56, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.0970, loss: 2.0970 2023-12-25 07:30:02,732 - pyskl - INFO - Epoch [68][1900/2353] lr: 1.438e-02, eta: 12:15:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 2.1107, loss: 2.1107 2023-12-25 07:30:24,998 - pyskl - INFO - Epoch [68][2000/2353] lr: 1.436e-02, eta: 12:15:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 2.1212, loss: 2.1212 2023-12-25 07:30:47,224 - pyskl - INFO - Epoch [68][2100/2353] lr: 1.435e-02, eta: 12:14:45, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 2.1405, loss: 2.1405 2023-12-25 07:31:09,552 - pyskl - INFO - Epoch [68][2200/2353] lr: 1.434e-02, eta: 12:14:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.1121, loss: 2.1121 2023-12-25 07:31:31,875 - pyskl - INFO - Epoch [68][2300/2353] lr: 1.433e-02, eta: 12:13:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9819, loss_cls: 2.1598, loss: 2.1598 2023-12-25 07:31:44,204 - pyskl - INFO - Saving checkpoint at 68 epochs 2023-12-25 07:33:12,202 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 07:33:12,280 - pyskl - INFO - top1_acc 0.8659 top5_acc 0.9827 2023-12-25 07:33:12,284 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_65.pth was removed 2023-12-25 07:33:12,426 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. 2023-12-25 07:33:12,427 - pyskl - INFO - Best top1_acc is 0.8659 at 68 epoch. 2023-12-25 07:33:12,431 - pyskl - INFO - Epoch(val) [68][1184] top1_acc: 0.8659, top5_acc: 0.9827 2023-12-25 07:33:52,763 - pyskl - INFO - Epoch [69][100/2353] lr: 1.432e-02, eta: 12:13:30, time: 0.403, data_time: 0.181, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.0707, loss: 2.0707 2023-12-25 07:34:15,051 - pyskl - INFO - Epoch [69][200/2353] lr: 1.430e-02, eta: 12:13:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.0954, loss: 2.0954 2023-12-25 07:34:37,310 - pyskl - INFO - Epoch [69][300/2353] lr: 1.429e-02, eta: 12:12:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.0797, loss: 2.0797 2023-12-25 07:34:59,550 - pyskl - INFO - Epoch [69][400/2353] lr: 1.428e-02, eta: 12:12:19, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.0878, loss: 2.0878 2023-12-25 07:35:21,794 - pyskl - INFO - Epoch [69][500/2353] lr: 1.427e-02, eta: 12:11:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 2.0696, loss: 2.0696 2023-12-25 07:35:44,098 - pyskl - INFO - Epoch [69][600/2353] lr: 1.426e-02, eta: 12:11:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.0832, loss: 2.0832 2023-12-25 07:36:06,350 - pyskl - INFO - Epoch [69][700/2353] lr: 1.425e-02, eta: 12:11:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 2.0911, loss: 2.0911 2023-12-25 07:36:28,583 - pyskl - INFO - Epoch [69][800/2353] lr: 1.424e-02, eta: 12:10:45, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 2.1307, loss: 2.1307 2023-12-25 07:36:50,797 - pyskl - INFO - Epoch [69][900/2353] lr: 1.423e-02, eta: 12:10:22, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 2.1344, loss: 2.1344 2023-12-25 07:37:12,931 - pyskl - INFO - Epoch [69][1000/2353] lr: 1.422e-02, eta: 12:09:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 2.1198, loss: 2.1198 2023-12-25 07:37:35,215 - pyskl - INFO - Epoch [69][1100/2353] lr: 1.420e-02, eta: 12:09:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 2.1035, loss: 2.1035 2023-12-25 07:37:57,449 - pyskl - INFO - Epoch [69][1200/2353] lr: 1.419e-02, eta: 12:09:11, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9881, loss_cls: 2.0333, loss: 2.0333 2023-12-25 07:38:19,688 - pyskl - INFO - Epoch [69][1300/2353] lr: 1.418e-02, eta: 12:08:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.1218, loss: 2.1218 2023-12-25 07:38:42,004 - pyskl - INFO - Epoch [69][1400/2353] lr: 1.417e-02, eta: 12:08:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 2.0915, loss: 2.0915 2023-12-25 07:39:04,249 - pyskl - INFO - Epoch [69][1500/2353] lr: 1.416e-02, eta: 12:08:01, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 2.1379, loss: 2.1379 2023-12-25 07:39:26,536 - pyskl - INFO - Epoch [69][1600/2353] lr: 1.415e-02, eta: 12:07:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.1060, loss: 2.1060 2023-12-25 07:39:48,774 - pyskl - INFO - Epoch [69][1700/2353] lr: 1.414e-02, eta: 12:07:14, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9756, loss_cls: 2.0881, loss: 2.0881 2023-12-25 07:40:11,042 - pyskl - INFO - Epoch [69][1800/2353] lr: 1.413e-02, eta: 12:06:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9775, loss_cls: 2.1027, loss: 2.1027 2023-12-25 07:40:33,264 - pyskl - INFO - Epoch [69][1900/2353] lr: 1.412e-02, eta: 12:06:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 2.0897, loss: 2.0897 2023-12-25 07:40:55,598 - pyskl - INFO - Epoch [69][2000/2353] lr: 1.411e-02, eta: 12:06:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 2.1379, loss: 2.1379 2023-12-25 07:41:17,918 - pyskl - INFO - Epoch [69][2100/2353] lr: 1.409e-02, eta: 12:05:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 2.0766, loss: 2.0766 2023-12-25 07:41:40,203 - pyskl - INFO - Epoch [69][2200/2353] lr: 1.408e-02, eta: 12:05:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 2.0644, loss: 2.0644 2023-12-25 07:42:02,592 - pyskl - INFO - Epoch [69][2300/2353] lr: 1.407e-02, eta: 12:04:53, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9856, loss_cls: 2.1039, loss: 2.1039 2023-12-25 07:42:14,978 - pyskl - INFO - Saving checkpoint at 69 epochs 2023-12-25 07:43:42,131 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 07:43:42,211 - pyskl - INFO - top1_acc 0.8612 top5_acc 0.9870 2023-12-25 07:43:42,215 - pyskl - INFO - Epoch(val) [69][1184] top1_acc: 0.8612, top5_acc: 0.9870 2023-12-25 07:44:22,238 - pyskl - INFO - Epoch [70][100/2353] lr: 1.406e-02, eta: 12:04:25, time: 0.400, data_time: 0.177, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 2.1094, loss: 2.1094 2023-12-25 07:44:44,550 - pyskl - INFO - Epoch [70][200/2353] lr: 1.404e-02, eta: 12:04:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.0913, loss: 2.0913 2023-12-25 07:45:06,828 - pyskl - INFO - Epoch [70][300/2353] lr: 1.403e-02, eta: 12:03:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 2.0382, loss: 2.0382 2023-12-25 07:45:29,047 - pyskl - INFO - Epoch [70][400/2353] lr: 1.402e-02, eta: 12:03:14, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.0549, loss: 2.0549 2023-12-25 07:45:51,309 - pyskl - INFO - Epoch [70][500/2353] lr: 1.401e-02, eta: 12:02:51, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.0806, loss: 2.0806 2023-12-25 07:46:13,551 - pyskl - INFO - Epoch [70][600/2353] lr: 1.400e-02, eta: 12:02:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.0980, loss: 2.0980 2023-12-25 07:46:35,792 - pyskl - INFO - Epoch [70][700/2353] lr: 1.399e-02, eta: 12:02:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 2.0800, loss: 2.0800 2023-12-25 07:46:58,005 - pyskl - INFO - Epoch [70][800/2353] lr: 1.398e-02, eta: 12:01:40, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9862, loss_cls: 2.1005, loss: 2.1005 2023-12-25 07:47:20,283 - pyskl - INFO - Epoch [70][900/2353] lr: 1.397e-02, eta: 12:01:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.0880, loss: 2.0880 2023-12-25 07:47:42,560 - pyskl - INFO - Epoch [70][1000/2353] lr: 1.396e-02, eta: 12:00:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 2.1339, loss: 2.1339 2023-12-25 07:48:04,850 - pyskl - INFO - Epoch [70][1100/2353] lr: 1.395e-02, eta: 12:00:30, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 2.1046, loss: 2.1046 2023-12-25 07:48:27,105 - pyskl - INFO - Epoch [70][1200/2353] lr: 1.393e-02, eta: 12:00:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.0766, loss: 2.0766 2023-12-25 07:48:49,534 - pyskl - INFO - Epoch [70][1300/2353] lr: 1.392e-02, eta: 11:59:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 2.0845, loss: 2.0845 2023-12-25 07:49:11,906 - pyskl - INFO - Epoch [70][1400/2353] lr: 1.391e-02, eta: 11:59:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 2.0809, loss: 2.0809 2023-12-25 07:49:34,258 - pyskl - INFO - Epoch [70][1500/2353] lr: 1.390e-02, eta: 11:58:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 2.1346, loss: 2.1346 2023-12-25 07:49:56,539 - pyskl - INFO - Epoch [70][1600/2353] lr: 1.389e-02, eta: 11:58:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 2.0624, loss: 2.0624 2023-12-25 07:50:18,941 - pyskl - INFO - Epoch [70][1700/2353] lr: 1.388e-02, eta: 11:58:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.0662, loss: 2.0662 2023-12-25 07:50:41,297 - pyskl - INFO - Epoch [70][1800/2353] lr: 1.387e-02, eta: 11:57:46, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9725, loss_cls: 2.1489, loss: 2.1489 2023-12-25 07:51:03,680 - pyskl - INFO - Epoch [70][1900/2353] lr: 1.386e-02, eta: 11:57:23, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 2.1031, loss: 2.1031 2023-12-25 07:51:25,941 - pyskl - INFO - Epoch [70][2000/2353] lr: 1.385e-02, eta: 11:57:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.0705, loss: 2.0705 2023-12-25 07:51:48,360 - pyskl - INFO - Epoch [70][2100/2353] lr: 1.383e-02, eta: 11:56:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9775, loss_cls: 2.1001, loss: 2.1001 2023-12-25 07:52:10,706 - pyskl - INFO - Epoch [70][2200/2353] lr: 1.382e-02, eta: 11:56:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.1068, loss: 2.1068 2023-12-25 07:52:33,153 - pyskl - INFO - Epoch [70][2300/2353] lr: 1.381e-02, eta: 11:55:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9881, loss_cls: 2.0871, loss: 2.0871 2023-12-25 07:52:45,533 - pyskl - INFO - Saving checkpoint at 70 epochs 2023-12-25 07:54:13,217 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 07:54:13,295 - pyskl - INFO - top1_acc 0.8738 top5_acc 0.9869 2023-12-25 07:54:13,300 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_68.pth was removed 2023-12-25 07:54:13,444 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. 2023-12-25 07:54:13,444 - pyskl - INFO - Best top1_acc is 0.8738 at 70 epoch. 2023-12-25 07:54:13,449 - pyskl - INFO - Epoch(val) [70][1184] top1_acc: 0.8738, top5_acc: 0.9869 2023-12-25 07:54:53,896 - pyskl - INFO - Epoch [71][100/2353] lr: 1.380e-02, eta: 11:55:21, time: 0.404, data_time: 0.181, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9894, loss_cls: 2.0576, loss: 2.0576 2023-12-25 07:55:16,203 - pyskl - INFO - Epoch [71][200/2353] lr: 1.378e-02, eta: 11:54:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 1.9988, loss: 1.9988 2023-12-25 07:55:38,519 - pyskl - INFO - Epoch [71][300/2353] lr: 1.377e-02, eta: 11:54:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.0670, loss: 2.0670 2023-12-25 07:56:00,884 - pyskl - INFO - Epoch [71][400/2353] lr: 1.376e-02, eta: 11:54:11, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.0557, loss: 2.0557 2023-12-25 07:56:23,202 - pyskl - INFO - Epoch [71][500/2353] lr: 1.375e-02, eta: 11:53:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.0630, loss: 2.0630 2023-12-25 07:56:45,519 - pyskl - INFO - Epoch [71][600/2353] lr: 1.374e-02, eta: 11:53:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.0954, loss: 2.0954 2023-12-25 07:57:07,802 - pyskl - INFO - Epoch [71][700/2353] lr: 1.373e-02, eta: 11:53:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 2.1382, loss: 2.1382 2023-12-25 07:57:30,077 - pyskl - INFO - Epoch [71][800/2353] lr: 1.372e-02, eta: 11:52:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.0740, loss: 2.0740 2023-12-25 07:57:52,356 - pyskl - INFO - Epoch [71][900/2353] lr: 1.371e-02, eta: 11:52:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.0723, loss: 2.0723 2023-12-25 07:58:14,630 - pyskl - INFO - Epoch [71][1000/2353] lr: 1.370e-02, eta: 11:51:51, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.0995, loss: 2.0995 2023-12-25 07:58:36,942 - pyskl - INFO - Epoch [71][1100/2353] lr: 1.368e-02, eta: 11:51:27, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.1224, loss: 2.1224 2023-12-25 07:58:59,167 - pyskl - INFO - Epoch [71][1200/2353] lr: 1.367e-02, eta: 11:51:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 2.0915, loss: 2.0915 2023-12-25 07:59:21,385 - pyskl - INFO - Epoch [71][1300/2353] lr: 1.366e-02, eta: 11:50:40, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.0153, loss: 2.0153 2023-12-25 07:59:43,569 - pyskl - INFO - Epoch [71][1400/2353] lr: 1.365e-02, eta: 11:50:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.0681, loss: 2.0681 2023-12-25 08:00:05,798 - pyskl - INFO - Epoch [71][1500/2353] lr: 1.364e-02, eta: 11:49:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 2.0791, loss: 2.0791 2023-12-25 08:00:28,250 - pyskl - INFO - Epoch [71][1600/2353] lr: 1.363e-02, eta: 11:49:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.0451, loss: 2.0451 2023-12-25 08:00:50,636 - pyskl - INFO - Epoch [71][1700/2353] lr: 1.362e-02, eta: 11:49:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.1107, loss: 2.1107 2023-12-25 08:01:13,047 - pyskl - INFO - Epoch [71][1800/2353] lr: 1.361e-02, eta: 11:48:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9756, loss_cls: 2.0937, loss: 2.0937 2023-12-25 08:01:35,385 - pyskl - INFO - Epoch [71][1900/2353] lr: 1.360e-02, eta: 11:48:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 2.1491, loss: 2.1491 2023-12-25 08:01:57,695 - pyskl - INFO - Epoch [71][2000/2353] lr: 1.359e-02, eta: 11:47:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 2.1091, loss: 2.1091 2023-12-25 08:02:19,941 - pyskl - INFO - Epoch [71][2100/2353] lr: 1.357e-02, eta: 11:47:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 2.1493, loss: 2.1493 2023-12-25 08:02:42,214 - pyskl - INFO - Epoch [71][2200/2353] lr: 1.356e-02, eta: 11:47:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.0746, loss: 2.0746 2023-12-25 08:03:04,600 - pyskl - INFO - Epoch [71][2300/2353] lr: 1.355e-02, eta: 11:46:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 2.0752, loss: 2.0752 2023-12-25 08:03:16,940 - pyskl - INFO - Saving checkpoint at 71 epochs 2023-12-25 08:04:44,356 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 08:04:44,434 - pyskl - INFO - top1_acc 0.8777 top5_acc 0.9867 2023-12-25 08:04:44,438 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_70.pth was removed 2023-12-25 08:04:44,578 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_71.pth. 2023-12-25 08:04:44,579 - pyskl - INFO - Best top1_acc is 0.8777 at 71 epoch. 2023-12-25 08:04:44,583 - pyskl - INFO - Epoch(val) [71][1184] top1_acc: 0.8777, top5_acc: 0.9867 2023-12-25 08:05:24,674 - pyskl - INFO - Epoch [72][100/2353] lr: 1.353e-02, eta: 11:46:18, time: 0.401, data_time: 0.177, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.1218, loss: 2.1218 2023-12-25 08:05:46,917 - pyskl - INFO - Epoch [72][200/2353] lr: 1.352e-02, eta: 11:45:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.0244, loss: 2.0244 2023-12-25 08:06:09,175 - pyskl - INFO - Epoch [72][300/2353] lr: 1.351e-02, eta: 11:45:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 2.0453, loss: 2.0453 2023-12-25 08:06:31,392 - pyskl - INFO - Epoch [72][400/2353] lr: 1.350e-02, eta: 11:45:07, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.0588, loss: 2.0588 2023-12-25 08:06:53,636 - pyskl - INFO - Epoch [72][500/2353] lr: 1.349e-02, eta: 11:44:44, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9800, loss_cls: 2.0363, loss: 2.0363 2023-12-25 08:07:15,969 - pyskl - INFO - Epoch [72][600/2353] lr: 1.348e-02, eta: 11:44:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.0716, loss: 2.0716 2023-12-25 08:07:38,221 - pyskl - INFO - Epoch [72][700/2353] lr: 1.347e-02, eta: 11:43:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9900, loss_cls: 2.0588, loss: 2.0588 2023-12-25 08:08:00,529 - pyskl - INFO - Epoch [72][800/2353] lr: 1.346e-02, eta: 11:43:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 2.0817, loss: 2.0817 2023-12-25 08:08:22,803 - pyskl - INFO - Epoch [72][900/2353] lr: 1.345e-02, eta: 11:43:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.0753, loss: 2.0753 2023-12-25 08:08:45,049 - pyskl - INFO - Epoch [72][1000/2353] lr: 1.344e-02, eta: 11:42:47, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.0443, loss: 2.0443 2023-12-25 08:09:07,307 - pyskl - INFO - Epoch [72][1100/2353] lr: 1.342e-02, eta: 11:42:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 2.0966, loss: 2.0966 2023-12-25 08:09:29,620 - pyskl - INFO - Epoch [72][1200/2353] lr: 1.341e-02, eta: 11:42:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9888, loss_cls: 2.0647, loss: 2.0647 2023-12-25 08:09:51,898 - pyskl - INFO - Epoch [72][1300/2353] lr: 1.340e-02, eta: 11:41:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.0850, loss: 2.0850 2023-12-25 08:10:14,135 - pyskl - INFO - Epoch [72][1400/2353] lr: 1.339e-02, eta: 11:41:14, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.1111, loss: 2.1111 2023-12-25 08:10:36,395 - pyskl - INFO - Epoch [72][1500/2353] lr: 1.338e-02, eta: 11:40:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 2.0968, loss: 2.0968 2023-12-25 08:10:58,718 - pyskl - INFO - Epoch [72][1600/2353] lr: 1.337e-02, eta: 11:40:27, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9881, loss_cls: 2.0651, loss: 2.0651 2023-12-25 08:11:21,019 - pyskl - INFO - Epoch [72][1700/2353] lr: 1.336e-02, eta: 11:40:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9844, loss_cls: 2.1175, loss: 2.1175 2023-12-25 08:11:43,275 - pyskl - INFO - Epoch [72][1800/2353] lr: 1.335e-02, eta: 11:39:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 2.0883, loss: 2.0883 2023-12-25 08:12:05,519 - pyskl - INFO - Epoch [72][1900/2353] lr: 1.334e-02, eta: 11:39:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 2.1160, loss: 2.1160 2023-12-25 08:12:27,990 - pyskl - INFO - Epoch [72][2000/2353] lr: 1.332e-02, eta: 11:38:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.0727, loss: 2.0727 2023-12-25 08:12:50,288 - pyskl - INFO - Epoch [72][2100/2353] lr: 1.331e-02, eta: 11:38:30, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.0916, loss: 2.0916 2023-12-25 08:13:12,584 - pyskl - INFO - Epoch [72][2200/2353] lr: 1.330e-02, eta: 11:38:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 2.1150, loss: 2.1150 2023-12-25 08:13:34,955 - pyskl - INFO - Epoch [72][2300/2353] lr: 1.329e-02, eta: 11:37:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 2.0429, loss: 2.0429 2023-12-25 08:13:47,388 - pyskl - INFO - Saving checkpoint at 72 epochs 2023-12-25 08:15:14,959 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 08:15:15,037 - pyskl - INFO - top1_acc 0.8599 top5_acc 0.9849 2023-12-25 08:15:15,041 - pyskl - INFO - Epoch(val) [72][1184] top1_acc: 0.8599, top5_acc: 0.9849 2023-12-25 08:15:55,228 - pyskl - INFO - Epoch [73][100/2353] lr: 1.327e-02, eta: 11:37:14, time: 0.402, data_time: 0.180, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.0474, loss: 2.0474 2023-12-25 08:16:17,394 - pyskl - INFO - Epoch [73][200/2353] lr: 1.326e-02, eta: 11:36:51, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 2.0927, loss: 2.0927 2023-12-25 08:16:39,597 - pyskl - INFO - Epoch [73][300/2353] lr: 1.325e-02, eta: 11:36:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.0696, loss: 2.0696 2023-12-25 08:17:01,842 - pyskl - INFO - Epoch [73][400/2353] lr: 1.324e-02, eta: 11:36:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.0963, loss: 2.0963 2023-12-25 08:17:24,137 - pyskl - INFO - Epoch [73][500/2353] lr: 1.323e-02, eta: 11:35:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9850, loss_cls: 2.1017, loss: 2.1017 2023-12-25 08:17:46,402 - pyskl - INFO - Epoch [73][600/2353] lr: 1.322e-02, eta: 11:35:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.0337, loss: 2.0337 2023-12-25 08:18:08,624 - pyskl - INFO - Epoch [73][700/2353] lr: 1.321e-02, eta: 11:34:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9894, loss_cls: 2.0254, loss: 2.0254 2023-12-25 08:18:30,827 - pyskl - INFO - Epoch [73][800/2353] lr: 1.320e-02, eta: 11:34:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.0705, loss: 2.0705 2023-12-25 08:18:53,046 - pyskl - INFO - Epoch [73][900/2353] lr: 1.319e-02, eta: 11:34:07, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.0798, loss: 2.0798 2023-12-25 08:19:15,267 - pyskl - INFO - Epoch [73][1000/2353] lr: 1.317e-02, eta: 11:33:43, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.0196, loss: 2.0196 2023-12-25 08:19:37,474 - pyskl - INFO - Epoch [73][1100/2353] lr: 1.316e-02, eta: 11:33:20, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.0577, loss: 2.0577 2023-12-25 08:19:59,666 - pyskl - INFO - Epoch [73][1200/2353] lr: 1.315e-02, eta: 11:32:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.0718, loss: 2.0718 2023-12-25 08:20:21,923 - pyskl - INFO - Epoch [73][1300/2353] lr: 1.314e-02, eta: 11:32:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9781, loss_cls: 2.0853, loss: 2.0853 2023-12-25 08:20:44,138 - pyskl - INFO - Epoch [73][1400/2353] lr: 1.313e-02, eta: 11:32:10, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.0752, loss: 2.0752 2023-12-25 08:21:06,344 - pyskl - INFO - Epoch [73][1500/2353] lr: 1.312e-02, eta: 11:31:46, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.0634, loss: 2.0634 2023-12-25 08:21:28,651 - pyskl - INFO - Epoch [73][1600/2353] lr: 1.311e-02, eta: 11:31:23, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.0934, loss: 2.0934 2023-12-25 08:21:50,919 - pyskl - INFO - Epoch [73][1700/2353] lr: 1.310e-02, eta: 11:31:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.0917, loss: 2.0917 2023-12-25 08:22:13,217 - pyskl - INFO - Epoch [73][1800/2353] lr: 1.309e-02, eta: 11:30:36, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 2.0839, loss: 2.0839 2023-12-25 08:22:35,420 - pyskl - INFO - Epoch [73][1900/2353] lr: 1.307e-02, eta: 11:30:13, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 2.1214, loss: 2.1214 2023-12-25 08:22:57,639 - pyskl - INFO - Epoch [73][2000/2353] lr: 1.306e-02, eta: 11:29:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 2.0806, loss: 2.0806 2023-12-25 08:23:19,996 - pyskl - INFO - Epoch [73][2100/2353] lr: 1.305e-02, eta: 11:29:26, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 2.1057, loss: 2.1057 2023-12-25 08:23:42,250 - pyskl - INFO - Epoch [73][2200/2353] lr: 1.304e-02, eta: 11:29:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.0635, loss: 2.0635 2023-12-25 08:24:04,530 - pyskl - INFO - Epoch [73][2300/2353] lr: 1.303e-02, eta: 11:28:39, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 2.1073, loss: 2.1073 2023-12-25 08:24:17,004 - pyskl - INFO - Saving checkpoint at 73 epochs 2023-12-25 08:25:44,175 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 08:25:44,255 - pyskl - INFO - top1_acc 0.8846 top5_acc 0.9888 2023-12-25 08:25:44,259 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_71.pth was removed 2023-12-25 08:25:44,401 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_73.pth. 2023-12-25 08:25:44,402 - pyskl - INFO - Best top1_acc is 0.8846 at 73 epoch. 2023-12-25 08:25:44,406 - pyskl - INFO - Epoch(val) [73][1184] top1_acc: 0.8846, top5_acc: 0.9888 2023-12-25 08:26:24,306 - pyskl - INFO - Epoch [74][100/2353] lr: 1.301e-02, eta: 11:28:10, time: 0.399, data_time: 0.175, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.0314, loss: 2.0314 2023-12-25 08:26:46,550 - pyskl - INFO - Epoch [74][200/2353] lr: 1.300e-02, eta: 11:27:46, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.0339, loss: 2.0339 2023-12-25 08:27:08,771 - pyskl - INFO - Epoch [74][300/2353] lr: 1.299e-02, eta: 11:27:23, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.0416, loss: 2.0416 2023-12-25 08:27:31,031 - pyskl - INFO - Epoch [74][400/2353] lr: 1.298e-02, eta: 11:27:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.0480, loss: 2.0480 2023-12-25 08:27:53,282 - pyskl - INFO - Epoch [74][500/2353] lr: 1.297e-02, eta: 11:26:36, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 1.9962, loss: 1.9962 2023-12-25 08:28:15,560 - pyskl - INFO - Epoch [74][600/2353] lr: 1.296e-02, eta: 11:26:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 2.1015, loss: 2.1015 2023-12-25 08:28:37,815 - pyskl - INFO - Epoch [74][700/2353] lr: 1.295e-02, eta: 11:25:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.0425, loss: 2.0425 2023-12-25 08:29:00,126 - pyskl - INFO - Epoch [74][800/2353] lr: 1.293e-02, eta: 11:25:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.0361, loss: 2.0361 2023-12-25 08:29:22,461 - pyskl - INFO - Epoch [74][900/2353] lr: 1.292e-02, eta: 11:25:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.0609, loss: 2.0609 2023-12-25 08:29:44,758 - pyskl - INFO - Epoch [74][1000/2353] lr: 1.291e-02, eta: 11:24:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 2.0836, loss: 2.0836 2023-12-25 08:30:07,100 - pyskl - INFO - Epoch [74][1100/2353] lr: 1.290e-02, eta: 11:24:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.0669, loss: 2.0669 2023-12-25 08:30:29,435 - pyskl - INFO - Epoch [74][1200/2353] lr: 1.289e-02, eta: 11:23:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 2.0437, loss: 2.0437 2023-12-25 08:30:51,699 - pyskl - INFO - Epoch [74][1300/2353] lr: 1.288e-02, eta: 11:23:30, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 2.0966, loss: 2.0966 2023-12-25 08:31:13,918 - pyskl - INFO - Epoch [74][1400/2353] lr: 1.287e-02, eta: 11:23:06, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 2.0838, loss: 2.0838 2023-12-25 08:31:36,162 - pyskl - INFO - Epoch [74][1500/2353] lr: 1.286e-02, eta: 11:22:43, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.0574, loss: 2.0574 2023-12-25 08:31:58,439 - pyskl - INFO - Epoch [74][1600/2353] lr: 1.285e-02, eta: 11:22:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.0578, loss: 2.0578 2023-12-25 08:32:20,640 - pyskl - INFO - Epoch [74][1700/2353] lr: 1.283e-02, eta: 11:21:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 2.1253, loss: 2.1253 2023-12-25 08:32:43,001 - pyskl - INFO - Epoch [74][1800/2353] lr: 1.282e-02, eta: 11:21:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.0342, loss: 2.0342 2023-12-25 08:33:05,325 - pyskl - INFO - Epoch [74][1900/2353] lr: 1.281e-02, eta: 11:21:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.0589, loss: 2.0589 2023-12-25 08:33:27,622 - pyskl - INFO - Epoch [74][2000/2353] lr: 1.280e-02, eta: 11:20:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9756, loss_cls: 2.0657, loss: 2.0657 2023-12-25 08:33:49,942 - pyskl - INFO - Epoch [74][2100/2353] lr: 1.279e-02, eta: 11:20:23, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 2.0957, loss: 2.0957 2023-12-25 08:34:12,295 - pyskl - INFO - Epoch [74][2200/2353] lr: 1.278e-02, eta: 11:20:00, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.0441, loss: 2.0441 2023-12-25 08:34:34,586 - pyskl - INFO - Epoch [74][2300/2353] lr: 1.277e-02, eta: 11:19:36, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.0930, loss: 2.0930 2023-12-25 08:34:46,985 - pyskl - INFO - Saving checkpoint at 74 epochs 2023-12-25 08:36:14,242 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 08:36:14,322 - pyskl - INFO - top1_acc 0.8785 top5_acc 0.9867 2023-12-25 08:36:14,326 - pyskl - INFO - Epoch(val) [74][1184] top1_acc: 0.8785, top5_acc: 0.9867 2023-12-25 08:36:54,477 - pyskl - INFO - Epoch [75][100/2353] lr: 1.275e-02, eta: 11:19:07, time: 0.401, data_time: 0.178, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.0471, loss: 2.0471 2023-12-25 08:37:16,796 - pyskl - INFO - Epoch [75][200/2353] lr: 1.274e-02, eta: 11:18:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 1.9915, loss: 1.9915 2023-12-25 08:37:39,111 - pyskl - INFO - Epoch [75][300/2353] lr: 1.273e-02, eta: 11:18:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.0208, loss: 2.0208 2023-12-25 08:38:01,415 - pyskl - INFO - Epoch [75][400/2353] lr: 1.272e-02, eta: 11:17:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.0442, loss: 2.0442 2023-12-25 08:38:23,668 - pyskl - INFO - Epoch [75][500/2353] lr: 1.271e-02, eta: 11:17:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.0693, loss: 2.0693 2023-12-25 08:38:45,919 - pyskl - INFO - Epoch [75][600/2353] lr: 1.270e-02, eta: 11:17:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 2.0920, loss: 2.0920 2023-12-25 08:39:08,154 - pyskl - INFO - Epoch [75][700/2353] lr: 1.268e-02, eta: 11:16:47, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.0663, loss: 2.0663 2023-12-25 08:39:30,396 - pyskl - INFO - Epoch [75][800/2353] lr: 1.267e-02, eta: 11:16:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.0491, loss: 2.0491 2023-12-25 08:39:52,665 - pyskl - INFO - Epoch [75][900/2353] lr: 1.266e-02, eta: 11:16:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 2.0482, loss: 2.0482 2023-12-25 08:40:14,912 - pyskl - INFO - Epoch [75][1000/2353] lr: 1.265e-02, eta: 11:15:37, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.0350, loss: 2.0350 2023-12-25 08:40:37,193 - pyskl - INFO - Epoch [75][1100/2353] lr: 1.264e-02, eta: 11:15:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9919, loss_cls: 2.0354, loss: 2.0354 2023-12-25 08:40:59,471 - pyskl - INFO - Epoch [75][1200/2353] lr: 1.263e-02, eta: 11:14:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 2.0762, loss: 2.0762 2023-12-25 08:41:21,654 - pyskl - INFO - Epoch [75][1300/2353] lr: 1.262e-02, eta: 11:14:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.0424, loss: 2.0424 2023-12-25 08:41:43,855 - pyskl - INFO - Epoch [75][1400/2353] lr: 1.261e-02, eta: 11:14:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 2.0304, loss: 2.0304 2023-12-25 08:42:06,065 - pyskl - INFO - Epoch [75][1500/2353] lr: 1.260e-02, eta: 11:13:40, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 2.0572, loss: 2.0572 2023-12-25 08:42:28,312 - pyskl - INFO - Epoch [75][1600/2353] lr: 1.258e-02, eta: 11:13:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 2.1105, loss: 2.1105 2023-12-25 08:42:50,583 - pyskl - INFO - Epoch [75][1700/2353] lr: 1.257e-02, eta: 11:12:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.0622, loss: 2.0622 2023-12-25 08:43:12,886 - pyskl - INFO - Epoch [75][1800/2353] lr: 1.256e-02, eta: 11:12:30, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 2.1317, loss: 2.1317 2023-12-25 08:43:35,346 - pyskl - INFO - Epoch [75][1900/2353] lr: 1.255e-02, eta: 11:12:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.0810, loss: 2.0810 2023-12-25 08:43:57,778 - pyskl - INFO - Epoch [75][2000/2353] lr: 1.254e-02, eta: 11:11:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 2.0178, loss: 2.0178 2023-12-25 08:44:20,171 - pyskl - INFO - Epoch [75][2100/2353] lr: 1.253e-02, eta: 11:11:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 2.1258, loss: 2.1258 2023-12-25 08:44:42,500 - pyskl - INFO - Epoch [75][2200/2353] lr: 1.252e-02, eta: 11:10:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 2.1013, loss: 2.1013 2023-12-25 08:45:04,844 - pyskl - INFO - Epoch [75][2300/2353] lr: 1.251e-02, eta: 11:10:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9762, loss_cls: 2.1095, loss: 2.1095 2023-12-25 08:45:17,117 - pyskl - INFO - Saving checkpoint at 75 epochs 2023-12-25 08:46:43,804 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 08:46:43,883 - pyskl - INFO - top1_acc 0.8527 top5_acc 0.9825 2023-12-25 08:46:43,887 - pyskl - INFO - Epoch(val) [75][1184] top1_acc: 0.8527, top5_acc: 0.9825 2023-12-25 08:47:23,877 - pyskl - INFO - Epoch [76][100/2353] lr: 1.249e-02, eta: 11:10:04, time: 0.400, data_time: 0.177, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.0105, loss: 2.0105 2023-12-25 08:47:46,110 - pyskl - INFO - Epoch [76][200/2353] lr: 1.248e-02, eta: 11:09:41, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.0181, loss: 2.0181 2023-12-25 08:48:08,364 - pyskl - INFO - Epoch [76][300/2353] lr: 1.247e-02, eta: 11:09:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.0056, loss: 2.0056 2023-12-25 08:48:30,607 - pyskl - INFO - Epoch [76][400/2353] lr: 1.246e-02, eta: 11:08:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.0362, loss: 2.0362 2023-12-25 08:48:52,905 - pyskl - INFO - Epoch [76][500/2353] lr: 1.244e-02, eta: 11:08:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 1.9911, loss: 1.9911 2023-12-25 08:49:15,215 - pyskl - INFO - Epoch [76][600/2353] lr: 1.243e-02, eta: 11:08:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 1.9889, loss: 1.9889 2023-12-25 08:49:37,496 - pyskl - INFO - Epoch [76][700/2353] lr: 1.242e-02, eta: 11:07:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.0340, loss: 2.0340 2023-12-25 08:49:59,777 - pyskl - INFO - Epoch [76][800/2353] lr: 1.241e-02, eta: 11:07:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 2.0756, loss: 2.0756 2023-12-25 08:50:22,057 - pyskl - INFO - Epoch [76][900/2353] lr: 1.240e-02, eta: 11:06:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.0215, loss: 2.0215 2023-12-25 08:50:44,300 - pyskl - INFO - Epoch [76][1000/2353] lr: 1.239e-02, eta: 11:06:35, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.0320, loss: 2.0320 2023-12-25 08:51:06,554 - pyskl - INFO - Epoch [76][1100/2353] lr: 1.238e-02, eta: 11:06:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.0258, loss: 2.0258 2023-12-25 08:51:28,840 - pyskl - INFO - Epoch [76][1200/2353] lr: 1.237e-02, eta: 11:05:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 2.0839, loss: 2.0839 2023-12-25 08:51:51,088 - pyskl - INFO - Epoch [76][1300/2353] lr: 1.236e-02, eta: 11:05:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 2.1238, loss: 2.1238 2023-12-25 08:52:13,413 - pyskl - INFO - Epoch [76][1400/2353] lr: 1.234e-02, eta: 11:05:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 2.1168, loss: 2.1168 2023-12-25 08:52:35,673 - pyskl - INFO - Epoch [76][1500/2353] lr: 1.233e-02, eta: 11:04:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.0833, loss: 2.0833 2023-12-25 08:52:57,944 - pyskl - INFO - Epoch [76][1600/2353] lr: 1.232e-02, eta: 11:04:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 2.0975, loss: 2.0975 2023-12-25 08:53:20,208 - pyskl - INFO - Epoch [76][1700/2353] lr: 1.231e-02, eta: 11:03:51, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.0708, loss: 2.0708 2023-12-25 08:53:42,424 - pyskl - INFO - Epoch [76][1800/2353] lr: 1.230e-02, eta: 11:03:28, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 2.1116, loss: 2.1116 2023-12-25 08:54:04,672 - pyskl - INFO - Epoch [76][1900/2353] lr: 1.229e-02, eta: 11:03:05, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9862, loss_cls: 2.0846, loss: 2.0846 2023-12-25 08:54:26,994 - pyskl - INFO - Epoch [76][2000/2353] lr: 1.228e-02, eta: 11:02:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.0792, loss: 2.0792 2023-12-25 08:54:49,252 - pyskl - INFO - Epoch [76][2100/2353] lr: 1.227e-02, eta: 11:02:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.0966, loss: 2.0966 2023-12-25 08:55:11,509 - pyskl - INFO - Epoch [76][2200/2353] lr: 1.226e-02, eta: 11:01:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.0358, loss: 2.0358 2023-12-25 08:55:33,753 - pyskl - INFO - Epoch [76][2300/2353] lr: 1.224e-02, eta: 11:01:32, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.0816, loss: 2.0816 2023-12-25 08:55:46,088 - pyskl - INFO - Saving checkpoint at 76 epochs 2023-12-25 08:57:13,273 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 08:57:13,351 - pyskl - INFO - top1_acc 0.8598 top5_acc 0.9849 2023-12-25 08:57:13,355 - pyskl - INFO - Epoch(val) [76][1184] top1_acc: 0.8598, top5_acc: 0.9849 2023-12-25 08:57:53,521 - pyskl - INFO - Epoch [77][100/2353] lr: 1.223e-02, eta: 11:01:02, time: 0.402, data_time: 0.180, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.0683, loss: 2.0683 2023-12-25 08:58:15,772 - pyskl - INFO - Epoch [77][200/2353] lr: 1.222e-02, eta: 11:00:39, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.0275, loss: 2.0275 2023-12-25 08:58:38,050 - pyskl - INFO - Epoch [77][300/2353] lr: 1.220e-02, eta: 11:00:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.0533, loss: 2.0533 2023-12-25 08:59:00,325 - pyskl - INFO - Epoch [77][400/2353] lr: 1.219e-02, eta: 10:59:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.0729, loss: 2.0729 2023-12-25 08:59:22,579 - pyskl - INFO - Epoch [77][500/2353] lr: 1.218e-02, eta: 10:59:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.0467, loss: 2.0467 2023-12-25 08:59:44,816 - pyskl - INFO - Epoch [77][600/2353] lr: 1.217e-02, eta: 10:59:05, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.0212, loss: 2.0212 2023-12-25 09:00:07,082 - pyskl - INFO - Epoch [77][700/2353] lr: 1.216e-02, eta: 10:58:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 1.9952, loss: 1.9952 2023-12-25 09:00:29,265 - pyskl - INFO - Epoch [77][800/2353] lr: 1.215e-02, eta: 10:58:19, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 1.9976, loss: 1.9976 2023-12-25 09:00:51,480 - pyskl - INFO - Epoch [77][900/2353] lr: 1.214e-02, eta: 10:57:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.0331, loss: 2.0331 2023-12-25 09:01:13,696 - pyskl - INFO - Epoch [77][1000/2353] lr: 1.213e-02, eta: 10:57:32, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 2.0797, loss: 2.0797 2023-12-25 09:01:35,931 - pyskl - INFO - Epoch [77][1100/2353] lr: 1.212e-02, eta: 10:57:09, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 2.0982, loss: 2.0982 2023-12-25 09:01:58,141 - pyskl - INFO - Epoch [77][1200/2353] lr: 1.210e-02, eta: 10:56:45, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.0302, loss: 2.0302 2023-12-25 09:02:20,409 - pyskl - INFO - Epoch [77][1300/2353] lr: 1.209e-02, eta: 10:56:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.0534, loss: 2.0534 2023-12-25 09:02:42,681 - pyskl - INFO - Epoch [77][1400/2353] lr: 1.208e-02, eta: 10:55:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.0594, loss: 2.0594 2023-12-25 09:03:04,953 - pyskl - INFO - Epoch [77][1500/2353] lr: 1.207e-02, eta: 10:55:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.0410, loss: 2.0410 2023-12-25 09:03:27,203 - pyskl - INFO - Epoch [77][1600/2353] lr: 1.206e-02, eta: 10:55:12, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.0567, loss: 2.0567 2023-12-25 09:03:49,436 - pyskl - INFO - Epoch [77][1700/2353] lr: 1.205e-02, eta: 10:54:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9906, loss_cls: 2.0236, loss: 2.0236 2023-12-25 09:04:11,642 - pyskl - INFO - Epoch [77][1800/2353] lr: 1.204e-02, eta: 10:54:26, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9819, loss_cls: 2.0443, loss: 2.0443 2023-12-25 09:04:33,831 - pyskl - INFO - Epoch [77][1900/2353] lr: 1.203e-02, eta: 10:54:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.0304, loss: 2.0304 2023-12-25 09:04:56,040 - pyskl - INFO - Epoch [77][2000/2353] lr: 1.202e-02, eta: 10:53:39, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 2.0788, loss: 2.0788 2023-12-25 09:05:18,393 - pyskl - INFO - Epoch [77][2100/2353] lr: 1.200e-02, eta: 10:53:16, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 2.0554, loss: 2.0554 2023-12-25 09:05:40,690 - pyskl - INFO - Epoch [77][2200/2353] lr: 1.199e-02, eta: 10:52:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.0640, loss: 2.0640 2023-12-25 09:06:02,970 - pyskl - INFO - Epoch [77][2300/2353] lr: 1.198e-02, eta: 10:52:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.0879, loss: 2.0879 2023-12-25 09:06:15,363 - pyskl - INFO - Saving checkpoint at 77 epochs 2023-12-25 09:07:42,448 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 09:07:42,526 - pyskl - INFO - top1_acc 0.8704 top5_acc 0.9890 2023-12-25 09:07:42,530 - pyskl - INFO - Epoch(val) [77][1184] top1_acc: 0.8704, top5_acc: 0.9890 2023-12-25 09:08:22,624 - pyskl - INFO - Epoch [78][100/2353] lr: 1.197e-02, eta: 10:51:59, time: 0.401, data_time: 0.179, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.0219, loss: 2.0219 2023-12-25 09:08:44,954 - pyskl - INFO - Epoch [78][200/2353] lr: 1.195e-02, eta: 10:51:36, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.0284, loss: 2.0284 2023-12-25 09:09:07,311 - pyskl - INFO - Epoch [78][300/2353] lr: 1.194e-02, eta: 10:51:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.0346, loss: 2.0346 2023-12-25 09:09:29,643 - pyskl - INFO - Epoch [78][400/2353] lr: 1.193e-02, eta: 10:50:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.0047, loss: 2.0047 2023-12-25 09:09:52,026 - pyskl - INFO - Epoch [78][500/2353] lr: 1.192e-02, eta: 10:50:26, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.0257, loss: 2.0257 2023-12-25 09:10:14,277 - pyskl - INFO - Epoch [78][600/2353] lr: 1.191e-02, eta: 10:50:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 2.0568, loss: 2.0568 2023-12-25 09:10:36,580 - pyskl - INFO - Epoch [78][700/2353] lr: 1.190e-02, eta: 10:49:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.0616, loss: 2.0616 2023-12-25 09:10:58,982 - pyskl - INFO - Epoch [78][800/2353] lr: 1.189e-02, eta: 10:49:17, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.0427, loss: 2.0427 2023-12-25 09:11:21,369 - pyskl - INFO - Epoch [78][900/2353] lr: 1.188e-02, eta: 10:48:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.0710, loss: 2.0710 2023-12-25 09:11:43,724 - pyskl - INFO - Epoch [78][1000/2353] lr: 1.187e-02, eta: 10:48:30, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.0158, loss: 2.0158 2023-12-25 09:12:06,077 - pyskl - INFO - Epoch [78][1100/2353] lr: 1.185e-02, eta: 10:48:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.0676, loss: 2.0676 2023-12-25 09:12:28,385 - pyskl - INFO - Epoch [78][1200/2353] lr: 1.184e-02, eta: 10:47:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9894, loss_cls: 2.0201, loss: 2.0201 2023-12-25 09:12:50,725 - pyskl - INFO - Epoch [78][1300/2353] lr: 1.183e-02, eta: 10:47:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 2.0362, loss: 2.0362 2023-12-25 09:13:12,980 - pyskl - INFO - Epoch [78][1400/2353] lr: 1.182e-02, eta: 10:46:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 1.9983, loss: 1.9983 2023-12-25 09:13:35,253 - pyskl - INFO - Epoch [78][1500/2353] lr: 1.181e-02, eta: 10:46:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.0027, loss: 2.0027 2023-12-25 09:13:57,636 - pyskl - INFO - Epoch [78][1600/2353] lr: 1.180e-02, eta: 10:46:11, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.0807, loss: 2.0807 2023-12-25 09:14:19,967 - pyskl - INFO - Epoch [78][1700/2353] lr: 1.179e-02, eta: 10:45:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 2.0974, loss: 2.0974 2023-12-25 09:14:42,253 - pyskl - INFO - Epoch [78][1800/2353] lr: 1.178e-02, eta: 10:45:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 1.9960, loss: 1.9960 2023-12-25 09:15:04,530 - pyskl - INFO - Epoch [78][1900/2353] lr: 1.177e-02, eta: 10:45:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.0812, loss: 2.0812 2023-12-25 09:15:26,794 - pyskl - INFO - Epoch [78][2000/2353] lr: 1.175e-02, eta: 10:44:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 2.0837, loss: 2.0837 2023-12-25 09:15:48,981 - pyskl - INFO - Epoch [78][2100/2353] lr: 1.174e-02, eta: 10:44:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.0463, loss: 2.0463 2023-12-25 09:16:11,179 - pyskl - INFO - Epoch [78][2200/2353] lr: 1.173e-02, eta: 10:43:51, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.0581, loss: 2.0581 2023-12-25 09:16:33,310 - pyskl - INFO - Epoch [78][2300/2353] lr: 1.172e-02, eta: 10:43:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9775, loss_cls: 2.0774, loss: 2.0774 2023-12-25 09:16:45,590 - pyskl - INFO - Saving checkpoint at 78 epochs 2023-12-25 09:18:12,887 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 09:18:12,967 - pyskl - INFO - top1_acc 0.8684 top5_acc 0.9847 2023-12-25 09:18:12,971 - pyskl - INFO - Epoch(val) [78][1184] top1_acc: 0.8684, top5_acc: 0.9847 2023-12-25 09:18:52,633 - pyskl - INFO - Epoch [79][100/2353] lr: 1.170e-02, eta: 10:42:58, time: 0.397, data_time: 0.173, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.0363, loss: 2.0363 2023-12-25 09:19:14,942 - pyskl - INFO - Epoch [79][200/2353] lr: 1.169e-02, eta: 10:42:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9919, loss_cls: 1.9891, loss: 1.9891 2023-12-25 09:19:37,328 - pyskl - INFO - Epoch [79][300/2353] lr: 1.168e-02, eta: 10:42:11, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 1.9663, loss: 1.9663 2023-12-25 09:19:59,767 - pyskl - INFO - Epoch [79][400/2353] lr: 1.167e-02, eta: 10:41:48, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 1.9991, loss: 1.9991 2023-12-25 09:20:22,100 - pyskl - INFO - Epoch [79][500/2353] lr: 1.166e-02, eta: 10:41:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.0375, loss: 2.0375 2023-12-25 09:20:44,434 - pyskl - INFO - Epoch [79][600/2353] lr: 1.165e-02, eta: 10:41:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.0073, loss: 2.0073 2023-12-25 09:21:06,757 - pyskl - INFO - Epoch [79][700/2353] lr: 1.164e-02, eta: 10:40:39, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 2.0900, loss: 2.0900 2023-12-25 09:21:29,046 - pyskl - INFO - Epoch [79][800/2353] lr: 1.163e-02, eta: 10:40:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 1.9902, loss: 1.9902 2023-12-25 09:21:51,282 - pyskl - INFO - Epoch [79][900/2353] lr: 1.162e-02, eta: 10:39:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.0263, loss: 2.0263 2023-12-25 09:22:13,523 - pyskl - INFO - Epoch [79][1000/2353] lr: 1.160e-02, eta: 10:39:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.0078, loss: 2.0078 2023-12-25 09:22:35,733 - pyskl - INFO - Epoch [79][1100/2353] lr: 1.159e-02, eta: 10:39:05, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.0358, loss: 2.0358 2023-12-25 09:22:57,952 - pyskl - INFO - Epoch [79][1200/2353] lr: 1.158e-02, eta: 10:38:42, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.0325, loss: 2.0325 2023-12-25 09:23:20,148 - pyskl - INFO - Epoch [79][1300/2353] lr: 1.157e-02, eta: 10:38:19, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.0145, loss: 2.0145 2023-12-25 09:23:42,358 - pyskl - INFO - Epoch [79][1400/2353] lr: 1.156e-02, eta: 10:37:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.0740, loss: 2.0740 2023-12-25 09:24:04,569 - pyskl - INFO - Epoch [79][1500/2353] lr: 1.155e-02, eta: 10:37:32, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 2.0721, loss: 2.0721 2023-12-25 09:24:26,757 - pyskl - INFO - Epoch [79][1600/2353] lr: 1.154e-02, eta: 10:37:09, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.0438, loss: 2.0438 2023-12-25 09:24:49,138 - pyskl - INFO - Epoch [79][1700/2353] lr: 1.153e-02, eta: 10:36:46, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.0390, loss: 2.0390 2023-12-25 09:25:11,304 - pyskl - INFO - Epoch [79][1800/2353] lr: 1.152e-02, eta: 10:36:22, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9781, loss_cls: 2.0641, loss: 2.0641 2023-12-25 09:25:33,548 - pyskl - INFO - Epoch [79][1900/2353] lr: 1.150e-02, eta: 10:35:59, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9900, loss_cls: 2.0237, loss: 2.0237 2023-12-25 09:25:55,825 - pyskl - INFO - Epoch [79][2000/2353] lr: 1.149e-02, eta: 10:35:36, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.0640, loss: 2.0640 2023-12-25 09:26:18,137 - pyskl - INFO - Epoch [79][2100/2353] lr: 1.148e-02, eta: 10:35:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.0483, loss: 2.0483 2023-12-25 09:26:40,524 - pyskl - INFO - Epoch [79][2200/2353] lr: 1.147e-02, eta: 10:34:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9819, loss_cls: 1.9952, loss: 1.9952 2023-12-25 09:27:02,842 - pyskl - INFO - Epoch [79][2300/2353] lr: 1.146e-02, eta: 10:34:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9862, loss_cls: 2.1117, loss: 2.1117 2023-12-25 09:27:15,081 - pyskl - INFO - Saving checkpoint at 79 epochs 2023-12-25 09:28:42,154 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 09:28:42,233 - pyskl - INFO - top1_acc 0.8829 top5_acc 0.9884 2023-12-25 09:28:42,238 - pyskl - INFO - Epoch(val) [79][1184] top1_acc: 0.8829, top5_acc: 0.9884 2023-12-25 09:29:22,152 - pyskl - INFO - Epoch [80][100/2353] lr: 1.144e-02, eta: 10:33:56, time: 0.399, data_time: 0.175, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 1.9918, loss: 1.9918 2023-12-25 09:29:44,438 - pyskl - INFO - Epoch [80][200/2353] lr: 1.143e-02, eta: 10:33:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 1.9959, loss: 1.9959 2023-12-25 09:30:06,717 - pyskl - INFO - Epoch [80][300/2353] lr: 1.142e-02, eta: 10:33:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.0482, loss: 2.0482 2023-12-25 09:30:29,101 - pyskl - INFO - Epoch [80][400/2353] lr: 1.141e-02, eta: 10:32:46, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.0208, loss: 2.0208 2023-12-25 09:30:51,496 - pyskl - INFO - Epoch [80][500/2353] lr: 1.140e-02, eta: 10:32:23, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.0175, loss: 2.0175 2023-12-25 09:31:13,821 - pyskl - INFO - Epoch [80][600/2353] lr: 1.139e-02, eta: 10:32:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 1.9964, loss: 1.9964 2023-12-25 09:31:36,135 - pyskl - INFO - Epoch [80][700/2353] lr: 1.138e-02, eta: 10:31:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 1.9980, loss: 1.9980 2023-12-25 09:31:58,467 - pyskl - INFO - Epoch [80][800/2353] lr: 1.137e-02, eta: 10:31:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.0326, loss: 2.0326 2023-12-25 09:32:20,783 - pyskl - INFO - Epoch [80][900/2353] lr: 1.135e-02, eta: 10:30:51, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.0098, loss: 2.0098 2023-12-25 09:32:43,041 - pyskl - INFO - Epoch [80][1000/2353] lr: 1.134e-02, eta: 10:30:27, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9925, loss_cls: 2.0346, loss: 2.0346 2023-12-25 09:33:05,264 - pyskl - INFO - Epoch [80][1100/2353] lr: 1.133e-02, eta: 10:30:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 2.0218, loss: 2.0218 2023-12-25 09:33:27,511 - pyskl - INFO - Epoch [80][1200/2353] lr: 1.132e-02, eta: 10:29:41, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.0410, loss: 2.0410 2023-12-25 09:33:49,780 - pyskl - INFO - Epoch [80][1300/2353] lr: 1.131e-02, eta: 10:29:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.0674, loss: 2.0674 2023-12-25 09:34:12,047 - pyskl - INFO - Epoch [80][1400/2353] lr: 1.130e-02, eta: 10:28:54, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.0475, loss: 2.0475 2023-12-25 09:34:34,398 - pyskl - INFO - Epoch [80][1500/2353] lr: 1.129e-02, eta: 10:28:31, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.0533, loss: 2.0533 2023-12-25 09:34:56,773 - pyskl - INFO - Epoch [80][1600/2353] lr: 1.128e-02, eta: 10:28:08, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.0759, loss: 2.0759 2023-12-25 09:35:19,107 - pyskl - INFO - Epoch [80][1700/2353] lr: 1.127e-02, eta: 10:27:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.0647, loss: 2.0647 2023-12-25 09:35:41,435 - pyskl - INFO - Epoch [80][1800/2353] lr: 1.125e-02, eta: 10:27:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.0575, loss: 2.0575 2023-12-25 09:36:03,736 - pyskl - INFO - Epoch [80][1900/2353] lr: 1.124e-02, eta: 10:26:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.0527, loss: 2.0527 2023-12-25 09:36:26,009 - pyskl - INFO - Epoch [80][2000/2353] lr: 1.123e-02, eta: 10:26:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.0380, loss: 2.0380 2023-12-25 09:36:48,277 - pyskl - INFO - Epoch [80][2100/2353] lr: 1.122e-02, eta: 10:26:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 2.0325, loss: 2.0325 2023-12-25 09:37:10,576 - pyskl - INFO - Epoch [80][2200/2353] lr: 1.121e-02, eta: 10:25:49, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 2.0282, loss: 2.0282 2023-12-25 09:37:32,950 - pyskl - INFO - Epoch [80][2300/2353] lr: 1.120e-02, eta: 10:25:26, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 2.0489, loss: 2.0489 2023-12-25 09:37:45,208 - pyskl - INFO - Saving checkpoint at 80 epochs 2023-12-25 09:39:12,149 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 09:39:12,230 - pyskl - INFO - top1_acc 0.8572 top5_acc 0.9804 2023-12-25 09:39:12,234 - pyskl - INFO - Epoch(val) [80][1184] top1_acc: 0.8572, top5_acc: 0.9804 2023-12-25 09:39:52,368 - pyskl - INFO - Epoch [81][100/2353] lr: 1.118e-02, eta: 10:24:56, time: 0.401, data_time: 0.177, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.0131, loss: 2.0131 2023-12-25 09:40:14,782 - pyskl - INFO - Epoch [81][200/2353] lr: 1.117e-02, eta: 10:24:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 1.9949, loss: 1.9949 2023-12-25 09:40:37,058 - pyskl - INFO - Epoch [81][300/2353] lr: 1.116e-02, eta: 10:24:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.0124, loss: 2.0124 2023-12-25 09:40:59,344 - pyskl - INFO - Epoch [81][400/2353] lr: 1.115e-02, eta: 10:23:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 2.0043, loss: 2.0043 2023-12-25 09:41:21,627 - pyskl - INFO - Epoch [81][500/2353] lr: 1.114e-02, eta: 10:23:23, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 1.9981, loss: 1.9981 2023-12-25 09:41:43,928 - pyskl - INFO - Epoch [81][600/2353] lr: 1.113e-02, eta: 10:23:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.0223, loss: 2.0223 2023-12-25 09:42:06,188 - pyskl - INFO - Epoch [81][700/2353] lr: 1.112e-02, eta: 10:22:36, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.0510, loss: 2.0510 2023-12-25 09:42:28,441 - pyskl - INFO - Epoch [81][800/2353] lr: 1.111e-02, eta: 10:22:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.0370, loss: 2.0370 2023-12-25 09:42:50,729 - pyskl - INFO - Epoch [81][900/2353] lr: 1.109e-02, eta: 10:21:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 2.0741, loss: 2.0741 2023-12-25 09:43:12,938 - pyskl - INFO - Epoch [81][1000/2353] lr: 1.108e-02, eta: 10:21:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.0043, loss: 2.0043 2023-12-25 09:43:35,093 - pyskl - INFO - Epoch [81][1100/2353] lr: 1.107e-02, eta: 10:21:03, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 1.9790, loss: 1.9790 2023-12-25 09:43:57,304 - pyskl - INFO - Epoch [81][1200/2353] lr: 1.106e-02, eta: 10:20:40, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 1.9973, loss: 1.9973 2023-12-25 09:44:19,580 - pyskl - INFO - Epoch [81][1300/2353] lr: 1.105e-02, eta: 10:20:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.0258, loss: 2.0258 2023-12-25 09:44:41,900 - pyskl - INFO - Epoch [81][1400/2353] lr: 1.104e-02, eta: 10:19:54, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9900, loss_cls: 2.0243, loss: 2.0243 2023-12-25 09:45:04,146 - pyskl - INFO - Epoch [81][1500/2353] lr: 1.103e-02, eta: 10:19:31, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.0271, loss: 2.0271 2023-12-25 09:45:26,415 - pyskl - INFO - Epoch [81][1600/2353] lr: 1.102e-02, eta: 10:19:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.0134, loss: 2.0134 2023-12-25 09:45:48,727 - pyskl - INFO - Epoch [81][1700/2353] lr: 1.101e-02, eta: 10:18:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 1.9950, loss: 1.9950 2023-12-25 09:46:10,999 - pyskl - INFO - Epoch [81][1800/2353] lr: 1.099e-02, eta: 10:18:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.0906, loss: 2.0906 2023-12-25 09:46:33,240 - pyskl - INFO - Epoch [81][1900/2353] lr: 1.098e-02, eta: 10:17:58, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9875, loss_cls: 2.0734, loss: 2.0734 2023-12-25 09:46:55,435 - pyskl - INFO - Epoch [81][2000/2353] lr: 1.097e-02, eta: 10:17:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.0224, loss: 2.0224 2023-12-25 09:47:17,644 - pyskl - INFO - Epoch [81][2100/2353] lr: 1.096e-02, eta: 10:17:11, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 1.9988, loss: 1.9988 2023-12-25 09:47:39,874 - pyskl - INFO - Epoch [81][2200/2353] lr: 1.095e-02, eta: 10:16:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 2.0530, loss: 2.0530 2023-12-25 09:48:02,128 - pyskl - INFO - Epoch [81][2300/2353] lr: 1.094e-02, eta: 10:16:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.0386, loss: 2.0386 2023-12-25 09:48:14,452 - pyskl - INFO - Saving checkpoint at 81 epochs 2023-12-25 09:49:41,524 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 09:49:41,603 - pyskl - INFO - top1_acc 0.8813 top5_acc 0.9872 2023-12-25 09:49:41,607 - pyskl - INFO - Epoch(val) [81][1184] top1_acc: 0.8813, top5_acc: 0.9872 2023-12-25 09:50:21,814 - pyskl - INFO - Epoch [82][100/2353] lr: 1.092e-02, eta: 10:15:54, time: 0.402, data_time: 0.178, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9925, loss_cls: 1.9899, loss: 1.9899 2023-12-25 09:50:44,074 - pyskl - INFO - Epoch [82][200/2353] lr: 1.091e-02, eta: 10:15:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 1.9768, loss: 1.9768 2023-12-25 09:51:06,275 - pyskl - INFO - Epoch [82][300/2353] lr: 1.090e-02, eta: 10:15:08, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 1.9625, loss: 1.9625 2023-12-25 09:51:28,511 - pyskl - INFO - Epoch [82][400/2353] lr: 1.089e-02, eta: 10:14:45, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9906, loss_cls: 2.0100, loss: 2.0100 2023-12-25 09:51:50,715 - pyskl - INFO - Epoch [82][500/2353] lr: 1.088e-02, eta: 10:14:21, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.0071, loss: 2.0071 2023-12-25 09:52:12,952 - pyskl - INFO - Epoch [82][600/2353] lr: 1.087e-02, eta: 10:13:58, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.0199, loss: 2.0199 2023-12-25 09:52:35,184 - pyskl - INFO - Epoch [82][700/2353] lr: 1.086e-02, eta: 10:13:35, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9912, loss_cls: 2.0108, loss: 2.0108 2023-12-25 09:52:57,470 - pyskl - INFO - Epoch [82][800/2353] lr: 1.085e-02, eta: 10:13:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.0426, loss: 2.0426 2023-12-25 09:53:19,726 - pyskl - INFO - Epoch [82][900/2353] lr: 1.083e-02, eta: 10:12:49, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 1.9933, loss: 1.9933 2023-12-25 09:53:41,950 - pyskl - INFO - Epoch [82][1000/2353] lr: 1.082e-02, eta: 10:12:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.0404, loss: 2.0404 2023-12-25 09:54:04,273 - pyskl - INFO - Epoch [82][1100/2353] lr: 1.081e-02, eta: 10:12:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.0442, loss: 2.0442 2023-12-25 09:54:26,492 - pyskl - INFO - Epoch [82][1200/2353] lr: 1.080e-02, eta: 10:11:39, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.0138, loss: 2.0138 2023-12-25 09:54:48,710 - pyskl - INFO - Epoch [82][1300/2353] lr: 1.079e-02, eta: 10:11:16, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 1.9897, loss: 1.9897 2023-12-25 09:55:11,000 - pyskl - INFO - Epoch [82][1400/2353] lr: 1.078e-02, eta: 10:10:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.0318, loss: 2.0318 2023-12-25 09:55:33,298 - pyskl - INFO - Epoch [82][1500/2353] lr: 1.077e-02, eta: 10:10:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 1.9796, loss: 1.9796 2023-12-25 09:55:55,558 - pyskl - INFO - Epoch [82][1600/2353] lr: 1.076e-02, eta: 10:10:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.0474, loss: 2.0474 2023-12-25 09:56:17,841 - pyskl - INFO - Epoch [82][1700/2353] lr: 1.075e-02, eta: 10:09:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.0475, loss: 2.0475 2023-12-25 09:56:40,144 - pyskl - INFO - Epoch [82][1800/2353] lr: 1.073e-02, eta: 10:09:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 1.9817, loss: 1.9817 2023-12-25 09:57:02,405 - pyskl - INFO - Epoch [82][1900/2353] lr: 1.072e-02, eta: 10:08:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.0000, loss: 2.0000 2023-12-25 09:57:24,686 - pyskl - INFO - Epoch [82][2000/2353] lr: 1.071e-02, eta: 10:08:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9806, loss_cls: 2.0355, loss: 2.0355 2023-12-25 09:57:46,956 - pyskl - INFO - Epoch [82][2100/2353] lr: 1.070e-02, eta: 10:08:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.0126, loss: 2.0126 2023-12-25 09:58:09,225 - pyskl - INFO - Epoch [82][2200/2353] lr: 1.069e-02, eta: 10:07:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.0355, loss: 2.0355 2023-12-25 09:58:31,478 - pyskl - INFO - Epoch [82][2300/2353] lr: 1.068e-02, eta: 10:07:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.0166, loss: 2.0166 2023-12-25 09:58:43,692 - pyskl - INFO - Saving checkpoint at 82 epochs 2023-12-25 10:00:10,616 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 10:00:10,695 - pyskl - INFO - top1_acc 0.8724 top5_acc 0.9860 2023-12-25 10:00:10,699 - pyskl - INFO - Epoch(val) [82][1184] top1_acc: 0.8724, top5_acc: 0.9860 2023-12-25 10:00:50,455 - pyskl - INFO - Epoch [83][100/2353] lr: 1.066e-02, eta: 10:06:53, time: 0.398, data_time: 0.174, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 2.0091, loss: 2.0091 2023-12-25 10:01:12,667 - pyskl - INFO - Epoch [83][200/2353] lr: 1.065e-02, eta: 10:06:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 1.9388, loss: 1.9388 2023-12-25 10:01:34,850 - pyskl - INFO - Epoch [83][300/2353] lr: 1.064e-02, eta: 10:06:07, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 1.9579, loss: 1.9579 2023-12-25 10:01:57,128 - pyskl - INFO - Epoch [83][400/2353] lr: 1.063e-02, eta: 10:05:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 1.9919, loss: 1.9919 2023-12-25 10:02:19,571 - pyskl - INFO - Epoch [83][500/2353] lr: 1.062e-02, eta: 10:05:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 1.9886, loss: 1.9886 2023-12-25 10:02:41,898 - pyskl - INFO - Epoch [83][600/2353] lr: 1.061e-02, eta: 10:04:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 1.9601, loss: 1.9601 2023-12-25 10:03:04,197 - pyskl - INFO - Epoch [83][700/2353] lr: 1.060e-02, eta: 10:04:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 1.9692, loss: 1.9692 2023-12-25 10:03:26,532 - pyskl - INFO - Epoch [83][800/2353] lr: 1.059e-02, eta: 10:04:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 1.9304, loss: 1.9304 2023-12-25 10:03:48,987 - pyskl - INFO - Epoch [83][900/2353] lr: 1.058e-02, eta: 10:03:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.0449, loss: 2.0449 2023-12-25 10:04:11,290 - pyskl - INFO - Epoch [83][1000/2353] lr: 1.056e-02, eta: 10:03:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 1.9757, loss: 1.9757 2023-12-25 10:04:33,571 - pyskl - INFO - Epoch [83][1100/2353] lr: 1.055e-02, eta: 10:03:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.0254, loss: 2.0254 2023-12-25 10:04:55,818 - pyskl - INFO - Epoch [83][1200/2353] lr: 1.054e-02, eta: 10:02:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.0301, loss: 2.0301 2023-12-25 10:05:18,057 - pyskl - INFO - Epoch [83][1300/2353] lr: 1.053e-02, eta: 10:02:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 2.0374, loss: 2.0374 2023-12-25 10:05:40,346 - pyskl - INFO - Epoch [83][1400/2353] lr: 1.052e-02, eta: 10:01:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 2.0302, loss: 2.0302 2023-12-25 10:06:02,571 - pyskl - INFO - Epoch [83][1500/2353] lr: 1.051e-02, eta: 10:01:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.0449, loss: 2.0449 2023-12-25 10:06:24,743 - pyskl - INFO - Epoch [83][1600/2353] lr: 1.050e-02, eta: 10:01:06, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.0057, loss: 2.0057 2023-12-25 10:06:46,951 - pyskl - INFO - Epoch [83][1700/2353] lr: 1.049e-02, eta: 10:00:42, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 1.9805, loss: 1.9805 2023-12-25 10:07:09,153 - pyskl - INFO - Epoch [83][1800/2353] lr: 1.048e-02, eta: 10:00:19, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 1.9757, loss: 1.9757 2023-12-25 10:07:31,388 - pyskl - INFO - Epoch [83][1900/2353] lr: 1.047e-02, eta: 9:59:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.0354, loss: 2.0354 2023-12-25 10:07:53,665 - pyskl - INFO - Epoch [83][2000/2353] lr: 1.045e-02, eta: 9:59:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.0274, loss: 2.0274 2023-12-25 10:08:15,847 - pyskl - INFO - Epoch [83][2100/2353] lr: 1.044e-02, eta: 9:59:10, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 2.0267, loss: 2.0267 2023-12-25 10:08:38,074 - pyskl - INFO - Epoch [83][2200/2353] lr: 1.043e-02, eta: 9:58:46, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 2.0399, loss: 2.0399 2023-12-25 10:09:00,296 - pyskl - INFO - Epoch [83][2300/2353] lr: 1.042e-02, eta: 9:58:23, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.0231, loss: 2.0231 2023-12-25 10:09:12,541 - pyskl - INFO - Saving checkpoint at 83 epochs 2023-12-25 10:10:39,055 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 10:10:39,135 - pyskl - INFO - top1_acc 0.8925 top5_acc 0.9899 2023-12-25 10:10:39,139 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_73.pth was removed 2023-12-25 10:10:39,283 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. 2023-12-25 10:10:39,284 - pyskl - INFO - Best top1_acc is 0.8925 at 83 epoch. 2023-12-25 10:10:39,288 - pyskl - INFO - Epoch(val) [83][1184] top1_acc: 0.8925, top5_acc: 0.9899 2023-12-25 10:11:18,806 - pyskl - INFO - Epoch [84][100/2353] lr: 1.040e-02, eta: 9:57:52, time: 0.395, data_time: 0.172, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.0003, loss: 2.0003 2023-12-25 10:11:41,070 - pyskl - INFO - Epoch [84][200/2353] lr: 1.039e-02, eta: 9:57:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 1.9650, loss: 1.9650 2023-12-25 10:12:03,278 - pyskl - INFO - Epoch [84][300/2353] lr: 1.038e-02, eta: 9:57:06, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 1.9480, loss: 1.9480 2023-12-25 10:12:25,524 - pyskl - INFO - Epoch [84][400/2353] lr: 1.037e-02, eta: 9:56:42, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9956, loss_cls: 1.9470, loss: 1.9470 2023-12-25 10:12:47,789 - pyskl - INFO - Epoch [84][500/2353] lr: 1.036e-02, eta: 9:56:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 1.9952, loss: 1.9952 2023-12-25 10:13:10,012 - pyskl - INFO - Epoch [84][600/2353] lr: 1.035e-02, eta: 9:55:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.0096, loss: 2.0096 2023-12-25 10:13:32,231 - pyskl - INFO - Epoch [84][700/2353] lr: 1.034e-02, eta: 9:55:33, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 1.9594, loss: 1.9594 2023-12-25 10:13:54,486 - pyskl - INFO - Epoch [84][800/2353] lr: 1.033e-02, eta: 9:55:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.0075, loss: 2.0075 2023-12-25 10:14:16,743 - pyskl - INFO - Epoch [84][900/2353] lr: 1.032e-02, eta: 9:54:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.0166, loss: 2.0166 2023-12-25 10:14:38,976 - pyskl - INFO - Epoch [84][1000/2353] lr: 1.031e-02, eta: 9:54:23, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 2.0439, loss: 2.0439 2023-12-25 10:15:01,221 - pyskl - INFO - Epoch [84][1100/2353] lr: 1.029e-02, eta: 9:54:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.0034, loss: 2.0034 2023-12-25 10:15:23,535 - pyskl - INFO - Epoch [84][1200/2353] lr: 1.028e-02, eta: 9:53:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9919, loss_cls: 2.0029, loss: 2.0029 2023-12-25 10:15:45,808 - pyskl - INFO - Epoch [84][1300/2353] lr: 1.027e-02, eta: 9:53:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.0160, loss: 2.0160 2023-12-25 10:16:08,101 - pyskl - INFO - Epoch [84][1400/2353] lr: 1.026e-02, eta: 9:52:51, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.0359, loss: 2.0359 2023-12-25 10:16:30,332 - pyskl - INFO - Epoch [84][1500/2353] lr: 1.025e-02, eta: 9:52:28, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 2.0165, loss: 2.0165 2023-12-25 10:16:52,557 - pyskl - INFO - Epoch [84][1600/2353] lr: 1.024e-02, eta: 9:52:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.0017, loss: 2.0017 2023-12-25 10:17:14,853 - pyskl - INFO - Epoch [84][1700/2353] lr: 1.023e-02, eta: 9:51:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.0314, loss: 2.0314 2023-12-25 10:17:37,078 - pyskl - INFO - Epoch [84][1800/2353] lr: 1.022e-02, eta: 9:51:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.0405, loss: 2.0405 2023-12-25 10:17:59,355 - pyskl - INFO - Epoch [84][1900/2353] lr: 1.021e-02, eta: 9:50:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 1.9857, loss: 1.9857 2023-12-25 10:18:21,664 - pyskl - INFO - Epoch [84][2000/2353] lr: 1.020e-02, eta: 9:50:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.0072, loss: 2.0072 2023-12-25 10:18:43,930 - pyskl - INFO - Epoch [84][2100/2353] lr: 1.019e-02, eta: 9:50:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9819, loss_cls: 2.0096, loss: 2.0096 2023-12-25 10:19:06,215 - pyskl - INFO - Epoch [84][2200/2353] lr: 1.017e-02, eta: 9:49:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.0069, loss: 2.0069 2023-12-25 10:19:28,466 - pyskl - INFO - Epoch [84][2300/2353] lr: 1.016e-02, eta: 9:49:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.0025, loss: 2.0025 2023-12-25 10:19:40,754 - pyskl - INFO - Saving checkpoint at 84 epochs 2023-12-25 10:21:07,290 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 10:21:07,373 - pyskl - INFO - top1_acc 0.8869 top5_acc 0.9860 2023-12-25 10:21:07,378 - pyskl - INFO - Epoch(val) [84][1184] top1_acc: 0.8869, top5_acc: 0.9860 2023-12-25 10:21:47,007 - pyskl - INFO - Epoch [85][100/2353] lr: 1.015e-02, eta: 9:48:51, time: 0.396, data_time: 0.173, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 1.9563, loss: 1.9563 2023-12-25 10:22:09,430 - pyskl - INFO - Epoch [85][200/2353] lr: 1.014e-02, eta: 9:48:28, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 1.9865, loss: 1.9865 2023-12-25 10:22:31,678 - pyskl - INFO - Epoch [85][300/2353] lr: 1.013e-02, eta: 9:48:05, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9856, loss_cls: 1.9791, loss: 1.9791 2023-12-25 10:22:53,890 - pyskl - INFO - Epoch [85][400/2353] lr: 1.011e-02, eta: 9:47:42, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 1.9850, loss: 1.9850 2023-12-25 10:23:16,167 - pyskl - INFO - Epoch [85][500/2353] lr: 1.010e-02, eta: 9:47:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9938, loss_cls: 1.9803, loss: 1.9803 2023-12-25 10:23:38,421 - pyskl - INFO - Epoch [85][600/2353] lr: 1.009e-02, eta: 9:46:56, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.0006, loss: 2.0006 2023-12-25 10:24:00,721 - pyskl - INFO - Epoch [85][700/2353] lr: 1.008e-02, eta: 9:46:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 1.9967, loss: 1.9967 2023-12-25 10:24:23,000 - pyskl - INFO - Epoch [85][800/2353] lr: 1.007e-02, eta: 9:46:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.0081, loss: 2.0081 2023-12-25 10:24:45,244 - pyskl - INFO - Epoch [85][900/2353] lr: 1.006e-02, eta: 9:45:46, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.0120, loss: 2.0120 2023-12-25 10:25:07,555 - pyskl - INFO - Epoch [85][1000/2353] lr: 1.005e-02, eta: 9:45:23, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.0160, loss: 2.0160 2023-12-25 10:25:29,787 - pyskl - INFO - Epoch [85][1100/2353] lr: 1.004e-02, eta: 9:45:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 1.9566, loss: 1.9566 2023-12-25 10:25:52,105 - pyskl - INFO - Epoch [85][1200/2353] lr: 1.003e-02, eta: 9:44:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 1.9867, loss: 1.9867 2023-12-25 10:26:14,365 - pyskl - INFO - Epoch [85][1300/2353] lr: 1.002e-02, eta: 9:44:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.0028, loss: 2.0028 2023-12-25 10:26:36,593 - pyskl - INFO - Epoch [85][1400/2353] lr: 1.001e-02, eta: 9:43:50, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.0062, loss: 2.0062 2023-12-25 10:26:58,863 - pyskl - INFO - Epoch [85][1500/2353] lr: 9.994e-03, eta: 9:43:27, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.0005, loss: 2.0005 2023-12-25 10:27:21,204 - pyskl - INFO - Epoch [85][1600/2353] lr: 9.983e-03, eta: 9:43:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 1.9846, loss: 1.9846 2023-12-25 10:27:43,494 - pyskl - INFO - Epoch [85][1700/2353] lr: 9.972e-03, eta: 9:42:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 1.9823, loss: 1.9823 2023-12-25 10:28:05,778 - pyskl - INFO - Epoch [85][1800/2353] lr: 9.961e-03, eta: 9:42:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.0350, loss: 2.0350 2023-12-25 10:28:28,007 - pyskl - INFO - Epoch [85][1900/2353] lr: 9.951e-03, eta: 9:41:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 1.9703, loss: 1.9703 2023-12-25 10:28:50,284 - pyskl - INFO - Epoch [85][2000/2353] lr: 9.940e-03, eta: 9:41:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.0005, loss: 2.0005 2023-12-25 10:29:12,612 - pyskl - INFO - Epoch [85][2100/2353] lr: 9.929e-03, eta: 9:41:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.0513, loss: 2.0513 2023-12-25 10:29:34,872 - pyskl - INFO - Epoch [85][2200/2353] lr: 9.918e-03, eta: 9:40:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.0341, loss: 2.0341 2023-12-25 10:29:57,166 - pyskl - INFO - Epoch [85][2300/2353] lr: 9.907e-03, eta: 9:40:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 2.0044, loss: 2.0044 2023-12-25 10:30:09,474 - pyskl - INFO - Saving checkpoint at 85 epochs 2023-12-25 10:31:36,280 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 10:31:36,360 - pyskl - INFO - top1_acc 0.8509 top5_acc 0.9835 2023-12-25 10:31:36,365 - pyskl - INFO - Epoch(val) [85][1184] top1_acc: 0.8509, top5_acc: 0.9835 2023-12-25 10:32:15,849 - pyskl - INFO - Epoch [86][100/2353] lr: 9.890e-03, eta: 9:39:51, time: 0.395, data_time: 0.171, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 1.9391, loss: 1.9391 2023-12-25 10:32:38,137 - pyskl - INFO - Epoch [86][200/2353] lr: 9.879e-03, eta: 9:39:28, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 1.9347, loss: 1.9347 2023-12-25 10:33:00,438 - pyskl - INFO - Epoch [86][300/2353] lr: 9.869e-03, eta: 9:39:05, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 1.9585, loss: 1.9585 2023-12-25 10:33:22,722 - pyskl - INFO - Epoch [86][400/2353] lr: 9.858e-03, eta: 9:38:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 1.9739, loss: 1.9739 2023-12-25 10:33:45,016 - pyskl - INFO - Epoch [86][500/2353] lr: 9.847e-03, eta: 9:38:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 1.9501, loss: 1.9501 2023-12-25 10:34:07,274 - pyskl - INFO - Epoch [86][600/2353] lr: 9.836e-03, eta: 9:37:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 1.9528, loss: 1.9528 2023-12-25 10:34:29,534 - pyskl - INFO - Epoch [86][700/2353] lr: 9.825e-03, eta: 9:37:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 1.9989, loss: 1.9989 2023-12-25 10:34:51,845 - pyskl - INFO - Epoch [86][800/2353] lr: 9.814e-03, eta: 9:37:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 1.9732, loss: 1.9732 2023-12-25 10:35:14,193 - pyskl - INFO - Epoch [86][900/2353] lr: 9.803e-03, eta: 9:36:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 1.9772, loss: 1.9772 2023-12-25 10:35:36,459 - pyskl - INFO - Epoch [86][1000/2353] lr: 9.792e-03, eta: 9:36:23, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 1.9637, loss: 1.9637 2023-12-25 10:35:58,706 - pyskl - INFO - Epoch [86][1100/2353] lr: 9.782e-03, eta: 9:36:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.0017, loss: 2.0017 2023-12-25 10:36:20,966 - pyskl - INFO - Epoch [86][1200/2353] lr: 9.771e-03, eta: 9:35:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 1.9932, loss: 1.9932 2023-12-25 10:36:43,341 - pyskl - INFO - Epoch [86][1300/2353] lr: 9.760e-03, eta: 9:35:14, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.0180, loss: 2.0180 2023-12-25 10:37:05,709 - pyskl - INFO - Epoch [86][1400/2353] lr: 9.749e-03, eta: 9:34:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 1.9879, loss: 1.9879 2023-12-25 10:37:28,017 - pyskl - INFO - Epoch [86][1500/2353] lr: 9.738e-03, eta: 9:34:27, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 1.9882, loss: 1.9882 2023-12-25 10:37:50,290 - pyskl - INFO - Epoch [86][1600/2353] lr: 9.727e-03, eta: 9:34:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.0105, loss: 2.0105 2023-12-25 10:38:12,570 - pyskl - INFO - Epoch [86][1700/2353] lr: 9.717e-03, eta: 9:33:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.0176, loss: 2.0176 2023-12-25 10:38:34,850 - pyskl - INFO - Epoch [86][1800/2353] lr: 9.706e-03, eta: 9:33:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 1.9757, loss: 1.9757 2023-12-25 10:38:57,204 - pyskl - INFO - Epoch [86][1900/2353] lr: 9.695e-03, eta: 9:32:55, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.0500, loss: 2.0500 2023-12-25 10:39:19,594 - pyskl - INFO - Epoch [86][2000/2353] lr: 9.684e-03, eta: 9:32:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.0192, loss: 2.0192 2023-12-25 10:39:41,919 - pyskl - INFO - Epoch [86][2100/2353] lr: 9.673e-03, eta: 9:32:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 2.0340, loss: 2.0340 2023-12-25 10:40:04,152 - pyskl - INFO - Epoch [86][2200/2353] lr: 9.662e-03, eta: 9:31:46, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.0070, loss: 2.0070 2023-12-25 10:40:26,374 - pyskl - INFO - Epoch [86][2300/2353] lr: 9.651e-03, eta: 9:31:23, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 1.9650, loss: 1.9650 2023-12-25 10:40:38,582 - pyskl - INFO - Saving checkpoint at 86 epochs 2023-12-25 10:42:05,431 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 10:42:05,510 - pyskl - INFO - top1_acc 0.8909 top5_acc 0.9869 2023-12-25 10:42:05,514 - pyskl - INFO - Epoch(val) [86][1184] top1_acc: 0.8909, top5_acc: 0.9869 2023-12-25 10:42:45,558 - pyskl - INFO - Epoch [87][100/2353] lr: 9.635e-03, eta: 9:30:52, time: 0.400, data_time: 0.177, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 1.9984, loss: 1.9984 2023-12-25 10:43:07,734 - pyskl - INFO - Epoch [87][200/2353] lr: 9.624e-03, eta: 9:30:28, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 1.9644, loss: 1.9644 2023-12-25 10:43:30,088 - pyskl - INFO - Epoch [87][300/2353] lr: 9.613e-03, eta: 9:30:05, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 1.9934, loss: 1.9934 2023-12-25 10:43:52,463 - pyskl - INFO - Epoch [87][400/2353] lr: 9.602e-03, eta: 9:29:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 1.9596, loss: 1.9596 2023-12-25 10:44:14,765 - pyskl - INFO - Epoch [87][500/2353] lr: 9.592e-03, eta: 9:29:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 1.9466, loss: 1.9466 2023-12-25 10:44:36,999 - pyskl - INFO - Epoch [87][600/2353] lr: 9.581e-03, eta: 9:28:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 1.9796, loss: 1.9796 2023-12-25 10:44:59,239 - pyskl - INFO - Epoch [87][700/2353] lr: 9.570e-03, eta: 9:28:33, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 1.9540, loss: 1.9540 2023-12-25 10:45:21,507 - pyskl - INFO - Epoch [87][800/2353] lr: 9.559e-03, eta: 9:28:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 1.9501, loss: 1.9501 2023-12-25 10:45:43,755 - pyskl - INFO - Epoch [87][900/2353] lr: 9.548e-03, eta: 9:27:47, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 1.9600, loss: 1.9600 2023-12-25 10:46:06,107 - pyskl - INFO - Epoch [87][1000/2353] lr: 9.538e-03, eta: 9:27:24, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 1.9602, loss: 1.9602 2023-12-25 10:46:28,428 - pyskl - INFO - Epoch [87][1100/2353] lr: 9.527e-03, eta: 9:27:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 1.9876, loss: 1.9876 2023-12-25 10:46:50,691 - pyskl - INFO - Epoch [87][1200/2353] lr: 9.516e-03, eta: 9:26:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9919, loss_cls: 2.0305, loss: 2.0305 2023-12-25 10:47:12,957 - pyskl - INFO - Epoch [87][1300/2353] lr: 9.505e-03, eta: 9:26:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 1.9941, loss: 1.9941 2023-12-25 10:47:35,260 - pyskl - INFO - Epoch [87][1400/2353] lr: 9.494e-03, eta: 9:25:51, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.0032, loss: 2.0032 2023-12-25 10:47:57,522 - pyskl - INFO - Epoch [87][1500/2353] lr: 9.483e-03, eta: 9:25:28, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 1.9949, loss: 1.9949 2023-12-25 10:48:19,827 - pyskl - INFO - Epoch [87][1600/2353] lr: 9.473e-03, eta: 9:25:05, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.0175, loss: 2.0175 2023-12-25 10:48:42,154 - pyskl - INFO - Epoch [87][1700/2353] lr: 9.462e-03, eta: 9:24:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 1.9858, loss: 1.9858 2023-12-25 10:49:04,474 - pyskl - INFO - Epoch [87][1800/2353] lr: 9.451e-03, eta: 9:24:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 1.9649, loss: 1.9649 2023-12-25 10:49:26,909 - pyskl - INFO - Epoch [87][1900/2353] lr: 9.440e-03, eta: 9:23:56, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 1.9602, loss: 1.9602 2023-12-25 10:49:49,235 - pyskl - INFO - Epoch [87][2000/2353] lr: 9.430e-03, eta: 9:23:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9812, loss_cls: 2.0104, loss: 2.0104 2023-12-25 10:50:11,509 - pyskl - INFO - Epoch [87][2100/2353] lr: 9.419e-03, eta: 9:23:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 1.9687, loss: 1.9687 2023-12-25 10:50:33,815 - pyskl - INFO - Epoch [87][2200/2353] lr: 9.408e-03, eta: 9:22:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 1.9695, loss: 1.9695 2023-12-25 10:50:56,142 - pyskl - INFO - Epoch [87][2300/2353] lr: 9.397e-03, eta: 9:22:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 1.9888, loss: 1.9888 2023-12-25 10:51:08,411 - pyskl - INFO - Saving checkpoint at 87 epochs 2023-12-25 10:52:35,187 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 10:52:35,267 - pyskl - INFO - top1_acc 0.8983 top5_acc 0.9901 2023-12-25 10:52:35,272 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_83.pth was removed 2023-12-25 10:52:35,412 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_87.pth. 2023-12-25 10:52:35,413 - pyskl - INFO - Best top1_acc is 0.8983 at 87 epoch. 2023-12-25 10:52:35,417 - pyskl - INFO - Epoch(val) [87][1184] top1_acc: 0.8983, top5_acc: 0.9901 2023-12-25 10:53:15,146 - pyskl - INFO - Epoch [88][100/2353] lr: 9.381e-03, eta: 9:21:52, time: 0.397, data_time: 0.174, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 1.9387, loss: 1.9387 2023-12-25 10:53:37,344 - pyskl - INFO - Epoch [88][200/2353] lr: 9.370e-03, eta: 9:21:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9875, loss_cls: 1.9098, loss: 1.9098 2023-12-25 10:53:59,709 - pyskl - INFO - Epoch [88][300/2353] lr: 9.359e-03, eta: 9:21:06, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9956, loss_cls: 1.9328, loss: 1.9328 2023-12-25 10:54:22,044 - pyskl - INFO - Epoch [88][400/2353] lr: 9.348e-03, eta: 9:20:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 1.9732, loss: 1.9732 2023-12-25 10:54:44,393 - pyskl - INFO - Epoch [88][500/2353] lr: 9.338e-03, eta: 9:20:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 1.9671, loss: 1.9671 2023-12-25 10:55:06,784 - pyskl - INFO - Epoch [88][600/2353] lr: 9.327e-03, eta: 9:19:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9819, loss_cls: 2.0068, loss: 2.0068 2023-12-25 10:55:29,118 - pyskl - INFO - Epoch [88][700/2353] lr: 9.316e-03, eta: 9:19:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 1.9926, loss: 1.9926 2023-12-25 10:55:51,391 - pyskl - INFO - Epoch [88][800/2353] lr: 9.305e-03, eta: 9:19:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 1.9767, loss: 1.9767 2023-12-25 10:56:13,685 - pyskl - INFO - Epoch [88][900/2353] lr: 9.295e-03, eta: 9:18:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 1.9719, loss: 1.9719 2023-12-25 10:56:35,867 - pyskl - INFO - Epoch [88][1000/2353] lr: 9.284e-03, eta: 9:18:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 1.9429, loss: 1.9429 2023-12-25 10:56:58,123 - pyskl - INFO - Epoch [88][1100/2353] lr: 9.273e-03, eta: 9:18:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 1.9861, loss: 1.9861 2023-12-25 10:57:20,308 - pyskl - INFO - Epoch [88][1200/2353] lr: 9.262e-03, eta: 9:17:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9938, loss_cls: 1.9730, loss: 1.9730 2023-12-25 10:57:42,490 - pyskl - INFO - Epoch [88][1300/2353] lr: 9.252e-03, eta: 9:17:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9931, loss_cls: 1.9543, loss: 1.9543 2023-12-25 10:58:04,683 - pyskl - INFO - Epoch [88][1400/2353] lr: 9.241e-03, eta: 9:16:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 1.9694, loss: 1.9694 2023-12-25 10:58:26,927 - pyskl - INFO - Epoch [88][1500/2353] lr: 9.230e-03, eta: 9:16:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9944, loss_cls: 1.9517, loss: 1.9517 2023-12-25 10:58:49,156 - pyskl - INFO - Epoch [88][1600/2353] lr: 9.219e-03, eta: 9:16:06, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 1.9969, loss: 1.9969 2023-12-25 10:59:11,405 - pyskl - INFO - Epoch [88][1700/2353] lr: 9.209e-03, eta: 9:15:43, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.0351, loss: 2.0351 2023-12-25 10:59:33,663 - pyskl - INFO - Epoch [88][1800/2353] lr: 9.198e-03, eta: 9:15:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9838, loss_cls: 1.9893, loss: 1.9893 2023-12-25 10:59:55,919 - pyskl - INFO - Epoch [88][1900/2353] lr: 9.187e-03, eta: 9:14:56, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 1.9793, loss: 1.9793 2023-12-25 11:00:18,189 - pyskl - INFO - Epoch [88][2000/2353] lr: 9.176e-03, eta: 9:14:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 1.9852, loss: 1.9852 2023-12-25 11:00:40,398 - pyskl - INFO - Epoch [88][2100/2353] lr: 9.166e-03, eta: 9:14:10, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 2.0097, loss: 2.0097 2023-12-25 11:01:02,629 - pyskl - INFO - Epoch [88][2200/2353] lr: 9.155e-03, eta: 9:13:47, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.0094, loss: 2.0094 2023-12-25 11:01:24,835 - pyskl - INFO - Epoch [88][2300/2353] lr: 9.144e-03, eta: 9:13:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 1.9695, loss: 1.9695 2023-12-25 11:01:37,032 - pyskl - INFO - Saving checkpoint at 88 epochs 2023-12-25 11:03:03,727 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 11:03:03,808 - pyskl - INFO - top1_acc 0.8668 top5_acc 0.9865 2023-12-25 11:03:03,812 - pyskl - INFO - Epoch(val) [88][1184] top1_acc: 0.8668, top5_acc: 0.9865 2023-12-25 11:03:43,343 - pyskl - INFO - Epoch [89][100/2353] lr: 9.128e-03, eta: 9:12:52, time: 0.395, data_time: 0.172, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 1.9393, loss: 1.9393 2023-12-25 11:04:05,748 - pyskl - INFO - Epoch [89][200/2353] lr: 9.117e-03, eta: 9:12:29, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 1.9320, loss: 1.9320 2023-12-25 11:04:28,027 - pyskl - INFO - Epoch [89][300/2353] lr: 9.106e-03, eta: 9:12:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 1.9414, loss: 1.9414 2023-12-25 11:04:50,322 - pyskl - INFO - Epoch [89][400/2353] lr: 9.096e-03, eta: 9:11:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 1.9356, loss: 1.9356 2023-12-25 11:05:12,596 - pyskl - INFO - Epoch [89][500/2353] lr: 9.085e-03, eta: 9:11:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 1.9597, loss: 1.9597 2023-12-25 11:05:34,868 - pyskl - INFO - Epoch [89][600/2353] lr: 9.074e-03, eta: 9:10:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 1.9795, loss: 1.9795 2023-12-25 11:05:57,144 - pyskl - INFO - Epoch [89][700/2353] lr: 9.064e-03, eta: 9:10:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 1.9645, loss: 1.9645 2023-12-25 11:06:19,372 - pyskl - INFO - Epoch [89][800/2353] lr: 9.053e-03, eta: 9:10:11, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 1.9725, loss: 1.9725 2023-12-25 11:06:41,581 - pyskl - INFO - Epoch [89][900/2353] lr: 9.042e-03, eta: 9:09:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 1.9574, loss: 1.9574 2023-12-25 11:07:03,773 - pyskl - INFO - Epoch [89][1000/2353] lr: 9.032e-03, eta: 9:09:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 1.9735, loss: 1.9735 2023-12-25 11:07:26,004 - pyskl - INFO - Epoch [89][1100/2353] lr: 9.021e-03, eta: 9:09:01, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 1.9478, loss: 1.9478 2023-12-25 11:07:48,263 - pyskl - INFO - Epoch [89][1200/2353] lr: 9.010e-03, eta: 9:08:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 1.9775, loss: 1.9775 2023-12-25 11:08:10,559 - pyskl - INFO - Epoch [89][1300/2353] lr: 9.000e-03, eta: 9:08:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9825, loss_cls: 1.9890, loss: 1.9890 2023-12-25 11:08:32,816 - pyskl - INFO - Epoch [89][1400/2353] lr: 8.989e-03, eta: 9:07:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9938, loss_cls: 1.9601, loss: 1.9601 2023-12-25 11:08:55,112 - pyskl - INFO - Epoch [89][1500/2353] lr: 8.978e-03, eta: 9:07:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 1.9618, loss: 1.9618 2023-12-25 11:09:17,428 - pyskl - INFO - Epoch [89][1600/2353] lr: 8.967e-03, eta: 9:07:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 1.9749, loss: 1.9749 2023-12-25 11:09:39,751 - pyskl - INFO - Epoch [89][1700/2353] lr: 8.957e-03, eta: 9:06:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 1.9986, loss: 1.9986 2023-12-25 11:10:01,971 - pyskl - INFO - Epoch [89][1800/2353] lr: 8.946e-03, eta: 9:06:20, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 1.9798, loss: 1.9798 2023-12-25 11:10:24,187 - pyskl - INFO - Epoch [89][1900/2353] lr: 8.935e-03, eta: 9:05:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.0269, loss: 2.0269 2023-12-25 11:10:46,435 - pyskl - INFO - Epoch [89][2000/2353] lr: 8.925e-03, eta: 9:05:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 1.9930, loss: 1.9930 2023-12-25 11:11:08,606 - pyskl - INFO - Epoch [89][2100/2353] lr: 8.914e-03, eta: 9:05:11, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 1.9773, loss: 1.9773 2023-12-25 11:11:30,850 - pyskl - INFO - Epoch [89][2200/2353] lr: 8.904e-03, eta: 9:04:47, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 1.9991, loss: 1.9991 2023-12-25 11:11:53,111 - pyskl - INFO - Epoch [89][2300/2353] lr: 8.893e-03, eta: 9:04:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 1.9898, loss: 1.9898 2023-12-25 11:12:05,350 - pyskl - INFO - Saving checkpoint at 89 epochs 2023-12-25 11:13:31,920 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 11:13:31,998 - pyskl - INFO - top1_acc 0.8925 top5_acc 0.9884 2023-12-25 11:13:32,003 - pyskl - INFO - Epoch(val) [89][1184] top1_acc: 0.8925, top5_acc: 0.9884 2023-12-25 11:14:11,966 - pyskl - INFO - Epoch [90][100/2353] lr: 8.877e-03, eta: 9:03:53, time: 0.400, data_time: 0.177, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 1.9407, loss: 1.9407 2023-12-25 11:14:34,199 - pyskl - INFO - Epoch [90][200/2353] lr: 8.866e-03, eta: 9:03:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 1.9512, loss: 1.9512 2023-12-25 11:14:56,468 - pyskl - INFO - Epoch [90][300/2353] lr: 8.855e-03, eta: 9:03:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 1.9294, loss: 1.9294 2023-12-25 11:15:18,776 - pyskl - INFO - Epoch [90][400/2353] lr: 8.845e-03, eta: 9:02:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 1.9280, loss: 1.9280 2023-12-25 11:15:40,988 - pyskl - INFO - Epoch [90][500/2353] lr: 8.834e-03, eta: 9:02:21, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 1.9287, loss: 1.9287 2023-12-25 11:16:03,197 - pyskl - INFO - Epoch [90][600/2353] lr: 8.823e-03, eta: 9:01:58, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 1.9431, loss: 1.9431 2023-12-25 11:16:25,478 - pyskl - INFO - Epoch [90][700/2353] lr: 8.813e-03, eta: 9:01:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9944, loss_cls: 1.9435, loss: 1.9435 2023-12-25 11:16:47,735 - pyskl - INFO - Epoch [90][800/2353] lr: 8.802e-03, eta: 9:01:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 1.9197, loss: 1.9197 2023-12-25 11:17:09,983 - pyskl - INFO - Epoch [90][900/2353] lr: 8.791e-03, eta: 9:00:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 1.9563, loss: 1.9563 2023-12-25 11:17:32,204 - pyskl - INFO - Epoch [90][1000/2353] lr: 8.781e-03, eta: 9:00:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9850, loss_cls: 1.9641, loss: 1.9641 2023-12-25 11:17:54,438 - pyskl - INFO - Epoch [90][1100/2353] lr: 8.770e-03, eta: 9:00:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 1.9337, loss: 1.9337 2023-12-25 11:18:16,664 - pyskl - INFO - Epoch [90][1200/2353] lr: 8.760e-03, eta: 8:59:39, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 1.9866, loss: 1.9866 2023-12-25 11:18:38,905 - pyskl - INFO - Epoch [90][1300/2353] lr: 8.749e-03, eta: 8:59:16, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 1.9385, loss: 1.9385 2023-12-25 11:19:01,173 - pyskl - INFO - Epoch [90][1400/2353] lr: 8.738e-03, eta: 8:58:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.0041, loss: 2.0041 2023-12-25 11:19:23,458 - pyskl - INFO - Epoch [90][1500/2353] lr: 8.728e-03, eta: 8:58:30, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 1.9793, loss: 1.9793 2023-12-25 11:19:45,774 - pyskl - INFO - Epoch [90][1600/2353] lr: 8.717e-03, eta: 8:58:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 1.9112, loss: 1.9112 2023-12-25 11:20:08,160 - pyskl - INFO - Epoch [90][1700/2353] lr: 8.707e-03, eta: 8:57:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 1.9842, loss: 1.9842 2023-12-25 11:20:30,427 - pyskl - INFO - Epoch [90][1800/2353] lr: 8.696e-03, eta: 8:57:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 1.9535, loss: 1.9535 2023-12-25 11:20:52,690 - pyskl - INFO - Epoch [90][1900/2353] lr: 8.685e-03, eta: 8:56:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 1.9913, loss: 1.9913 2023-12-25 11:21:14,988 - pyskl - INFO - Epoch [90][2000/2353] lr: 8.675e-03, eta: 8:56:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 1.9604, loss: 1.9604 2023-12-25 11:21:37,254 - pyskl - INFO - Epoch [90][2100/2353] lr: 8.664e-03, eta: 8:56:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 1.9702, loss: 1.9702 2023-12-25 11:21:59,499 - pyskl - INFO - Epoch [90][2200/2353] lr: 8.654e-03, eta: 8:55:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 1.9706, loss: 1.9706 2023-12-25 11:22:21,754 - pyskl - INFO - Epoch [90][2300/2353] lr: 8.643e-03, eta: 8:55:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9825, loss_cls: 1.9818, loss: 1.9818 2023-12-25 11:22:33,999 - pyskl - INFO - Saving checkpoint at 90 epochs 2023-12-25 11:24:00,661 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 11:24:00,739 - pyskl - INFO - top1_acc 0.8966 top5_acc 0.9904 2023-12-25 11:24:00,743 - pyskl - INFO - Epoch(val) [90][1184] top1_acc: 0.8966, top5_acc: 0.9904 2023-12-25 11:24:40,263 - pyskl - INFO - Epoch [91][100/2353] lr: 8.627e-03, eta: 8:54:54, time: 0.395, data_time: 0.173, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 1.8993, loss: 1.8993 2023-12-25 11:25:02,459 - pyskl - INFO - Epoch [91][200/2353] lr: 8.616e-03, eta: 8:54:31, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9938, loss_cls: 1.9351, loss: 1.9351 2023-12-25 11:25:24,757 - pyskl - INFO - Epoch [91][300/2353] lr: 8.606e-03, eta: 8:54:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 1.9449, loss: 1.9449 2023-12-25 11:25:47,127 - pyskl - INFO - Epoch [91][400/2353] lr: 8.595e-03, eta: 8:53:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 1.9096, loss: 1.9096 2023-12-25 11:26:09,414 - pyskl - INFO - Epoch [91][500/2353] lr: 8.585e-03, eta: 8:53:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 1.9603, loss: 1.9603 2023-12-25 11:26:31,727 - pyskl - INFO - Epoch [91][600/2353] lr: 8.574e-03, eta: 8:52:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 1.9146, loss: 1.9146 2023-12-25 11:26:54,007 - pyskl - INFO - Epoch [91][700/2353] lr: 8.563e-03, eta: 8:52:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 1.9495, loss: 1.9495 2023-12-25 11:27:16,251 - pyskl - INFO - Epoch [91][800/2353] lr: 8.553e-03, eta: 8:52:12, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 1.9981, loss: 1.9981 2023-12-25 11:27:38,454 - pyskl - INFO - Epoch [91][900/2353] lr: 8.542e-03, eta: 8:51:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 1.9747, loss: 1.9747 2023-12-25 11:28:00,740 - pyskl - INFO - Epoch [91][1000/2353] lr: 8.532e-03, eta: 8:51:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 1.9581, loss: 1.9581 2023-12-25 11:28:23,012 - pyskl - INFO - Epoch [91][1100/2353] lr: 8.521e-03, eta: 8:51:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 1.9314, loss: 1.9314 2023-12-25 11:28:45,313 - pyskl - INFO - Epoch [91][1200/2353] lr: 8.511e-03, eta: 8:50:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 1.9306, loss: 1.9306 2023-12-25 11:29:07,574 - pyskl - INFO - Epoch [91][1300/2353] lr: 8.500e-03, eta: 8:50:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 1.9616, loss: 1.9616 2023-12-25 11:29:29,747 - pyskl - INFO - Epoch [91][1400/2353] lr: 8.490e-03, eta: 8:49:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 1.9444, loss: 1.9444 2023-12-25 11:29:51,994 - pyskl - INFO - Epoch [91][1500/2353] lr: 8.479e-03, eta: 8:49:31, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 1.9967, loss: 1.9967 2023-12-25 11:30:14,323 - pyskl - INFO - Epoch [91][1600/2353] lr: 8.468e-03, eta: 8:49:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 1.9175, loss: 1.9175 2023-12-25 11:30:36,705 - pyskl - INFO - Epoch [91][1700/2353] lr: 8.458e-03, eta: 8:48:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 1.9763, loss: 1.9763 2023-12-25 11:30:58,960 - pyskl - INFO - Epoch [91][1800/2353] lr: 8.447e-03, eta: 8:48:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 1.9570, loss: 1.9570 2023-12-25 11:31:21,239 - pyskl - INFO - Epoch [91][1900/2353] lr: 8.437e-03, eta: 8:47:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 1.9612, loss: 1.9612 2023-12-25 11:31:43,504 - pyskl - INFO - Epoch [91][2000/2353] lr: 8.426e-03, eta: 8:47:36, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 1.9975, loss: 1.9975 2023-12-25 11:32:05,757 - pyskl - INFO - Epoch [91][2100/2353] lr: 8.416e-03, eta: 8:47:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 1.9496, loss: 1.9496 2023-12-25 11:32:28,059 - pyskl - INFO - Epoch [91][2200/2353] lr: 8.405e-03, eta: 8:46:49, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9950, loss_cls: 1.9549, loss: 1.9549 2023-12-25 11:32:50,360 - pyskl - INFO - Epoch [91][2300/2353] lr: 8.395e-03, eta: 8:46:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9950, loss_cls: 1.9649, loss: 1.9649 2023-12-25 11:33:02,714 - pyskl - INFO - Saving checkpoint at 91 epochs 2023-12-25 11:34:29,653 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 11:34:29,733 - pyskl - INFO - top1_acc 0.8978 top5_acc 0.9902 2023-12-25 11:34:29,738 - pyskl - INFO - Epoch(val) [91][1184] top1_acc: 0.8978, top5_acc: 0.9902 2023-12-25 11:35:09,231 - pyskl - INFO - Epoch [92][100/2353] lr: 8.379e-03, eta: 8:45:55, time: 0.395, data_time: 0.172, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 1.8788, loss: 1.8788 2023-12-25 11:35:31,424 - pyskl - INFO - Epoch [92][200/2353] lr: 8.368e-03, eta: 8:45:32, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 1.9210, loss: 1.9210 2023-12-25 11:35:53,704 - pyskl - INFO - Epoch [92][300/2353] lr: 8.358e-03, eta: 8:45:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 1.8969, loss: 1.8969 2023-12-25 11:36:16,011 - pyskl - INFO - Epoch [92][400/2353] lr: 8.347e-03, eta: 8:44:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 1.9007, loss: 1.9007 2023-12-25 11:36:38,265 - pyskl - INFO - Epoch [92][500/2353] lr: 8.337e-03, eta: 8:44:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 1.9107, loss: 1.9107 2023-12-25 11:37:00,461 - pyskl - INFO - Epoch [92][600/2353] lr: 8.326e-03, eta: 8:43:59, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 1.9409, loss: 1.9409 2023-12-25 11:37:22,728 - pyskl - INFO - Epoch [92][700/2353] lr: 8.316e-03, eta: 8:43:36, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 1.9332, loss: 1.9332 2023-12-25 11:37:44,996 - pyskl - INFO - Epoch [92][800/2353] lr: 8.305e-03, eta: 8:43:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9956, loss_cls: 1.9236, loss: 1.9236 2023-12-25 11:38:07,259 - pyskl - INFO - Epoch [92][900/2353] lr: 8.295e-03, eta: 8:42:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 1.9224, loss: 1.9224 2023-12-25 11:38:29,504 - pyskl - INFO - Epoch [92][1000/2353] lr: 8.284e-03, eta: 8:42:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 1.9445, loss: 1.9445 2023-12-25 11:38:51,751 - pyskl - INFO - Epoch [92][1100/2353] lr: 8.274e-03, eta: 8:42:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 1.9551, loss: 1.9551 2023-12-25 11:39:13,998 - pyskl - INFO - Epoch [92][1200/2353] lr: 8.263e-03, eta: 8:41:41, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 1.9937, loss: 1.9937 2023-12-25 11:39:36,267 - pyskl - INFO - Epoch [92][1300/2353] lr: 8.253e-03, eta: 8:41:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 1.9689, loss: 1.9689 2023-12-25 11:39:58,456 - pyskl - INFO - Epoch [92][1400/2353] lr: 8.242e-03, eta: 8:40:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 1.9842, loss: 1.9842 2023-12-25 11:40:20,583 - pyskl - INFO - Epoch [92][1500/2353] lr: 8.232e-03, eta: 8:40:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 1.8995, loss: 1.8995 2023-12-25 11:40:42,753 - pyskl - INFO - Epoch [92][1600/2353] lr: 8.222e-03, eta: 8:40:09, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 1.9597, loss: 1.9597 2023-12-25 11:41:05,011 - pyskl - INFO - Epoch [92][1700/2353] lr: 8.211e-03, eta: 8:39:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 1.9564, loss: 1.9564 2023-12-25 11:41:27,263 - pyskl - INFO - Epoch [92][1800/2353] lr: 8.201e-03, eta: 8:39:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 1.9485, loss: 1.9485 2023-12-25 11:41:49,514 - pyskl - INFO - Epoch [92][1900/2353] lr: 8.190e-03, eta: 8:38:59, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 1.9638, loss: 1.9638 2023-12-25 11:42:11,815 - pyskl - INFO - Epoch [92][2000/2353] lr: 8.180e-03, eta: 8:38:36, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 1.9872, loss: 1.9872 2023-12-25 11:42:34,154 - pyskl - INFO - Epoch [92][2100/2353] lr: 8.169e-03, eta: 8:38:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 1.9778, loss: 1.9778 2023-12-25 11:42:56,448 - pyskl - INFO - Epoch [92][2200/2353] lr: 8.159e-03, eta: 8:37:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 1.9485, loss: 1.9485 2023-12-25 11:43:18,783 - pyskl - INFO - Epoch [92][2300/2353] lr: 8.148e-03, eta: 8:37:27, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9944, loss_cls: 1.9592, loss: 1.9592 2023-12-25 11:43:31,069 - pyskl - INFO - Saving checkpoint at 92 epochs 2023-12-25 11:44:57,751 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 11:44:57,830 - pyskl - INFO - top1_acc 0.8964 top5_acc 0.9899 2023-12-25 11:44:57,834 - pyskl - INFO - Epoch(val) [92][1184] top1_acc: 0.8964, top5_acc: 0.9899 2023-12-25 11:45:37,612 - pyskl - INFO - Epoch [93][100/2353] lr: 8.133e-03, eta: 8:36:56, time: 0.398, data_time: 0.174, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 1.9288, loss: 1.9288 2023-12-25 11:45:59,873 - pyskl - INFO - Epoch [93][200/2353] lr: 8.122e-03, eta: 8:36:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 1.9148, loss: 1.9148 2023-12-25 11:46:22,177 - pyskl - INFO - Epoch [93][300/2353] lr: 8.112e-03, eta: 8:36:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 1.9056, loss: 1.9056 2023-12-25 11:46:44,432 - pyskl - INFO - Epoch [93][400/2353] lr: 8.101e-03, eta: 8:35:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 1.9364, loss: 1.9364 2023-12-25 11:47:06,767 - pyskl - INFO - Epoch [93][500/2353] lr: 8.091e-03, eta: 8:35:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 1.9332, loss: 1.9332 2023-12-25 11:47:29,027 - pyskl - INFO - Epoch [93][600/2353] lr: 8.080e-03, eta: 8:35:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 1.9533, loss: 1.9533 2023-12-25 11:47:51,334 - pyskl - INFO - Epoch [93][700/2353] lr: 8.070e-03, eta: 8:34:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 1.9416, loss: 1.9416 2023-12-25 11:48:13,589 - pyskl - INFO - Epoch [93][800/2353] lr: 8.060e-03, eta: 8:34:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 1.9119, loss: 1.9119 2023-12-25 11:48:35,906 - pyskl - INFO - Epoch [93][900/2353] lr: 8.049e-03, eta: 8:33:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 1.9204, loss: 1.9204 2023-12-25 11:48:58,316 - pyskl - INFO - Epoch [93][1000/2353] lr: 8.039e-03, eta: 8:33:29, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 1.9167, loss: 1.9167 2023-12-25 11:49:20,672 - pyskl - INFO - Epoch [93][1100/2353] lr: 8.028e-03, eta: 8:33:06, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9944, loss_cls: 1.9314, loss: 1.9314 2023-12-25 11:49:42,997 - pyskl - INFO - Epoch [93][1200/2353] lr: 8.018e-03, eta: 8:32:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 1.9405, loss: 1.9405 2023-12-25 11:50:05,294 - pyskl - INFO - Epoch [93][1300/2353] lr: 8.008e-03, eta: 8:32:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 1.9228, loss: 1.9228 2023-12-25 11:50:27,595 - pyskl - INFO - Epoch [93][1400/2353] lr: 7.997e-03, eta: 8:31:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 1.9473, loss: 1.9473 2023-12-25 11:50:49,887 - pyskl - INFO - Epoch [93][1500/2353] lr: 7.987e-03, eta: 8:31:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 1.9684, loss: 1.9684 2023-12-25 11:51:12,181 - pyskl - INFO - Epoch [93][1600/2353] lr: 7.977e-03, eta: 8:31:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 1.9287, loss: 1.9287 2023-12-25 11:51:34,504 - pyskl - INFO - Epoch [93][1700/2353] lr: 7.966e-03, eta: 8:30:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 1.9208, loss: 1.9208 2023-12-25 11:51:56,974 - pyskl - INFO - Epoch [93][1800/2353] lr: 7.956e-03, eta: 8:30:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 1.9207, loss: 1.9207 2023-12-25 11:52:19,362 - pyskl - INFO - Epoch [93][1900/2353] lr: 7.945e-03, eta: 8:30:02, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 1.9773, loss: 1.9773 2023-12-25 11:52:41,634 - pyskl - INFO - Epoch [93][2000/2353] lr: 7.935e-03, eta: 8:29:39, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 1.9885, loss: 1.9885 2023-12-25 11:53:03,855 - pyskl - INFO - Epoch [93][2100/2353] lr: 7.925e-03, eta: 8:29:16, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 1.9392, loss: 1.9392 2023-12-25 11:53:26,052 - pyskl - INFO - Epoch [93][2200/2353] lr: 7.914e-03, eta: 8:28:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 1.9591, loss: 1.9591 2023-12-25 11:53:48,283 - pyskl - INFO - Epoch [93][2300/2353] lr: 7.904e-03, eta: 8:28:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 1.9447, loss: 1.9447 2023-12-25 11:54:00,530 - pyskl - INFO - Saving checkpoint at 93 epochs 2023-12-25 11:55:27,459 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 11:55:27,537 - pyskl - INFO - top1_acc 0.8941 top5_acc 0.9889 2023-12-25 11:55:27,541 - pyskl - INFO - Epoch(val) [93][1184] top1_acc: 0.8941, top5_acc: 0.9889 2023-12-25 11:56:07,054 - pyskl - INFO - Epoch [94][100/2353] lr: 7.888e-03, eta: 8:27:58, time: 0.395, data_time: 0.172, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9975, loss_cls: 1.9304, loss: 1.9304 2023-12-25 11:56:29,305 - pyskl - INFO - Epoch [94][200/2353] lr: 7.878e-03, eta: 8:27:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 1.8961, loss: 1.8961 2023-12-25 11:56:51,599 - pyskl - INFO - Epoch [94][300/2353] lr: 7.868e-03, eta: 8:27:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9888, loss_cls: 1.9173, loss: 1.9173 2023-12-25 11:57:13,972 - pyskl - INFO - Epoch [94][400/2353] lr: 7.857e-03, eta: 8:26:49, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9969, loss_cls: 1.8987, loss: 1.8987 2023-12-25 11:57:36,401 - pyskl - INFO - Epoch [94][500/2353] lr: 7.847e-03, eta: 8:26:26, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 1.9147, loss: 1.9147 2023-12-25 11:57:58,851 - pyskl - INFO - Epoch [94][600/2353] lr: 7.837e-03, eta: 8:26:03, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 1.9254, loss: 1.9254 2023-12-25 11:58:21,274 - pyskl - INFO - Epoch [94][700/2353] lr: 7.826e-03, eta: 8:25:40, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 1.8950, loss: 1.8950 2023-12-25 11:58:43,638 - pyskl - INFO - Epoch [94][800/2353] lr: 7.816e-03, eta: 8:25:17, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 1.9096, loss: 1.9096 2023-12-25 11:59:06,004 - pyskl - INFO - Epoch [94][900/2353] lr: 7.806e-03, eta: 8:24:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 1.9096, loss: 1.9096 2023-12-25 11:59:28,363 - pyskl - INFO - Epoch [94][1000/2353] lr: 7.795e-03, eta: 8:24:31, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 1.9508, loss: 1.9508 2023-12-25 11:59:50,676 - pyskl - INFO - Epoch [94][1100/2353] lr: 7.785e-03, eta: 8:24:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 1.9561, loss: 1.9561 2023-12-25 12:00:12,995 - pyskl - INFO - Epoch [94][1200/2353] lr: 7.775e-03, eta: 8:23:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9938, loss_cls: 1.9399, loss: 1.9399 2023-12-25 12:00:35,256 - pyskl - INFO - Epoch [94][1300/2353] lr: 7.764e-03, eta: 8:23:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9944, loss_cls: 1.9416, loss: 1.9416 2023-12-25 12:00:57,507 - pyskl - INFO - Epoch [94][1400/2353] lr: 7.754e-03, eta: 8:22:59, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 1.9007, loss: 1.9007 2023-12-25 12:01:19,759 - pyskl - INFO - Epoch [94][1500/2353] lr: 7.744e-03, eta: 8:22:36, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 1.9685, loss: 1.9685 2023-12-25 12:01:42,036 - pyskl - INFO - Epoch [94][1600/2353] lr: 7.734e-03, eta: 8:22:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 1.9497, loss: 1.9497 2023-12-25 12:02:04,347 - pyskl - INFO - Epoch [94][1700/2353] lr: 7.723e-03, eta: 8:21:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 1.9676, loss: 1.9676 2023-12-25 12:02:26,591 - pyskl - INFO - Epoch [94][1800/2353] lr: 7.713e-03, eta: 8:21:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 1.9223, loss: 1.9223 2023-12-25 12:02:48,862 - pyskl - INFO - Epoch [94][1900/2353] lr: 7.703e-03, eta: 8:21:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 1.9498, loss: 1.9498 2023-12-25 12:03:11,092 - pyskl - INFO - Epoch [94][2000/2353] lr: 7.692e-03, eta: 8:20:41, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 1.9323, loss: 1.9323 2023-12-25 12:03:33,333 - pyskl - INFO - Epoch [94][2100/2353] lr: 7.682e-03, eta: 8:20:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9862, loss_cls: 1.9496, loss: 1.9496 2023-12-25 12:03:55,554 - pyskl - INFO - Epoch [94][2200/2353] lr: 7.672e-03, eta: 8:19:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9931, loss_cls: 1.9904, loss: 1.9904 2023-12-25 12:04:17,850 - pyskl - INFO - Epoch [94][2300/2353] lr: 7.662e-03, eta: 8:19:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 1.9476, loss: 1.9476 2023-12-25 12:04:30,240 - pyskl - INFO - Saving checkpoint at 94 epochs 2023-12-25 12:05:57,221 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 12:05:57,300 - pyskl - INFO - top1_acc 0.9058 top5_acc 0.9914 2023-12-25 12:05:57,304 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_87.pth was removed 2023-12-25 12:05:57,443 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_94.pth. 2023-12-25 12:05:57,444 - pyskl - INFO - Best top1_acc is 0.9058 at 94 epoch. 2023-12-25 12:05:57,448 - pyskl - INFO - Epoch(val) [94][1184] top1_acc: 0.9058, top5_acc: 0.9914 2023-12-25 12:06:36,626 - pyskl - INFO - Epoch [95][100/2353] lr: 7.646e-03, eta: 8:18:59, time: 0.392, data_time: 0.169, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 1.8793, loss: 1.8793 2023-12-25 12:06:58,843 - pyskl - INFO - Epoch [95][200/2353] lr: 7.636e-03, eta: 8:18:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9912, loss_cls: 1.8640, loss: 1.8640 2023-12-25 12:07:21,118 - pyskl - INFO - Epoch [95][300/2353] lr: 7.625e-03, eta: 8:18:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 1.8752, loss: 1.8752 2023-12-25 12:07:43,389 - pyskl - INFO - Epoch [95][400/2353] lr: 7.615e-03, eta: 8:17:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 1.9067, loss: 1.9067 2023-12-25 12:08:05,755 - pyskl - INFO - Epoch [95][500/2353] lr: 7.605e-03, eta: 8:17:27, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 1.8907, loss: 1.8907 2023-12-25 12:08:28,131 - pyskl - INFO - Epoch [95][600/2353] lr: 7.595e-03, eta: 8:17:04, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 1.8667, loss: 1.8667 2023-12-25 12:08:50,475 - pyskl - INFO - Epoch [95][700/2353] lr: 7.584e-03, eta: 8:16:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 1.9120, loss: 1.9120 2023-12-25 12:09:12,705 - pyskl - INFO - Epoch [95][800/2353] lr: 7.574e-03, eta: 8:16:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 1.9185, loss: 1.9185 2023-12-25 12:09:34,907 - pyskl - INFO - Epoch [95][900/2353] lr: 7.564e-03, eta: 8:15:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 1.9007, loss: 1.9007 2023-12-25 12:09:57,203 - pyskl - INFO - Epoch [95][1000/2353] lr: 7.554e-03, eta: 8:15:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 1.8924, loss: 1.8924 2023-12-25 12:10:19,620 - pyskl - INFO - Epoch [95][1100/2353] lr: 7.544e-03, eta: 8:15:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 1.9799, loss: 1.9799 2023-12-25 12:10:41,928 - pyskl - INFO - Epoch [95][1200/2353] lr: 7.533e-03, eta: 8:14:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 1.9314, loss: 1.9314 2023-12-25 12:11:04,223 - pyskl - INFO - Epoch [95][1300/2353] lr: 7.523e-03, eta: 8:14:23, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 1.9113, loss: 1.9113 2023-12-25 12:11:26,460 - pyskl - INFO - Epoch [95][1400/2353] lr: 7.513e-03, eta: 8:14:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 1.9378, loss: 1.9378 2023-12-25 12:11:48,680 - pyskl - INFO - Epoch [95][1500/2353] lr: 7.503e-03, eta: 8:13:37, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 1.9206, loss: 1.9206 2023-12-25 12:12:10,913 - pyskl - INFO - Epoch [95][1600/2353] lr: 7.493e-03, eta: 8:13:14, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 1.9642, loss: 1.9642 2023-12-25 12:12:33,175 - pyskl - INFO - Epoch [95][1700/2353] lr: 7.482e-03, eta: 8:12:51, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 1.9360, loss: 1.9360 2023-12-25 12:12:55,380 - pyskl - INFO - Epoch [95][1800/2353] lr: 7.472e-03, eta: 8:12:28, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 1.9214, loss: 1.9214 2023-12-25 12:13:17,576 - pyskl - INFO - Epoch [95][1900/2353] lr: 7.462e-03, eta: 8:12:05, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 1.9103, loss: 1.9103 2023-12-25 12:13:39,832 - pyskl - INFO - Epoch [95][2000/2353] lr: 7.452e-03, eta: 8:11:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 1.9253, loss: 1.9253 2023-12-25 12:14:02,111 - pyskl - INFO - Epoch [95][2100/2353] lr: 7.442e-03, eta: 8:11:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 1.9326, loss: 1.9326 2023-12-25 12:14:24,350 - pyskl - INFO - Epoch [95][2200/2353] lr: 7.431e-03, eta: 8:10:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 1.9182, loss: 1.9182 2023-12-25 12:14:46,545 - pyskl - INFO - Epoch [95][2300/2353] lr: 7.421e-03, eta: 8:10:33, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 1.9364, loss: 1.9364 2023-12-25 12:14:58,754 - pyskl - INFO - Saving checkpoint at 95 epochs 2023-12-25 12:16:25,596 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 12:16:25,676 - pyskl - INFO - top1_acc 0.8860 top5_acc 0.9899 2023-12-25 12:16:25,680 - pyskl - INFO - Epoch(val) [95][1184] top1_acc: 0.8860, top5_acc: 0.9899 2023-12-25 12:17:05,188 - pyskl - INFO - Epoch [96][100/2353] lr: 7.406e-03, eta: 8:10:01, time: 0.395, data_time: 0.172, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 1.9152, loss: 1.9152 2023-12-25 12:17:27,504 - pyskl - INFO - Epoch [96][200/2353] lr: 7.396e-03, eta: 8:09:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 1.8761, loss: 1.8761 2023-12-25 12:17:49,796 - pyskl - INFO - Epoch [96][300/2353] lr: 7.385e-03, eta: 8:09:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9969, loss_cls: 1.9002, loss: 1.9002 2023-12-25 12:18:12,197 - pyskl - INFO - Epoch [96][400/2353] lr: 7.375e-03, eta: 8:08:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9969, loss_cls: 1.8826, loss: 1.8826 2023-12-25 12:18:34,495 - pyskl - INFO - Epoch [96][500/2353] lr: 7.365e-03, eta: 8:08:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 1.8775, loss: 1.8775 2023-12-25 12:18:56,793 - pyskl - INFO - Epoch [96][600/2353] lr: 7.355e-03, eta: 8:08:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 1.8939, loss: 1.8939 2023-12-25 12:19:19,106 - pyskl - INFO - Epoch [96][700/2353] lr: 7.345e-03, eta: 8:07:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 1.8734, loss: 1.8734 2023-12-25 12:19:41,451 - pyskl - INFO - Epoch [96][800/2353] lr: 7.335e-03, eta: 8:07:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 1.8930, loss: 1.8930 2023-12-25 12:20:03,696 - pyskl - INFO - Epoch [96][900/2353] lr: 7.325e-03, eta: 8:06:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 1.8650, loss: 1.8650 2023-12-25 12:20:25,922 - pyskl - INFO - Epoch [96][1000/2353] lr: 7.314e-03, eta: 8:06:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 1.8995, loss: 1.8995 2023-12-25 12:20:48,153 - pyskl - INFO - Epoch [96][1100/2353] lr: 7.304e-03, eta: 8:06:11, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 1.9042, loss: 1.9042 2023-12-25 12:21:10,520 - pyskl - INFO - Epoch [96][1200/2353] lr: 7.294e-03, eta: 8:05:48, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 1.9230, loss: 1.9230 2023-12-25 12:21:32,810 - pyskl - INFO - Epoch [96][1300/2353] lr: 7.284e-03, eta: 8:05:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 1.9374, loss: 1.9374 2023-12-25 12:21:55,037 - pyskl - INFO - Epoch [96][1400/2353] lr: 7.274e-03, eta: 8:05:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 1.8962, loss: 1.8962 2023-12-25 12:22:17,297 - pyskl - INFO - Epoch [96][1500/2353] lr: 7.264e-03, eta: 8:04:39, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 1.9296, loss: 1.9296 2023-12-25 12:22:39,542 - pyskl - INFO - Epoch [96][1600/2353] lr: 7.254e-03, eta: 8:04:16, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 1.9475, loss: 1.9475 2023-12-25 12:23:01,830 - pyskl - INFO - Epoch [96][1700/2353] lr: 7.244e-03, eta: 8:03:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 1.9119, loss: 1.9119 2023-12-25 12:23:24,113 - pyskl - INFO - Epoch [96][1800/2353] lr: 7.234e-03, eta: 8:03:30, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 1.9315, loss: 1.9315 2023-12-25 12:23:46,422 - pyskl - INFO - Epoch [96][1900/2353] lr: 7.224e-03, eta: 8:03:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 1.9249, loss: 1.9249 2023-12-25 12:24:08,736 - pyskl - INFO - Epoch [96][2000/2353] lr: 7.213e-03, eta: 8:02:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 1.9144, loss: 1.9144 2023-12-25 12:24:31,098 - pyskl - INFO - Epoch [96][2100/2353] lr: 7.203e-03, eta: 8:02:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 1.9376, loss: 1.9376 2023-12-25 12:24:53,519 - pyskl - INFO - Epoch [96][2200/2353] lr: 7.193e-03, eta: 8:01:58, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9931, loss_cls: 1.9617, loss: 1.9617 2023-12-25 12:25:15,898 - pyskl - INFO - Epoch [96][2300/2353] lr: 7.183e-03, eta: 8:01:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 1.9497, loss: 1.9497 2023-12-25 12:25:28,195 - pyskl - INFO - Saving checkpoint at 96 epochs 2023-12-25 12:26:55,290 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 12:26:55,368 - pyskl - INFO - top1_acc 0.9057 top5_acc 0.9914 2023-12-25 12:26:55,373 - pyskl - INFO - Epoch(val) [96][1184] top1_acc: 0.9057, top5_acc: 0.9914 2023-12-25 12:27:35,161 - pyskl - INFO - Epoch [97][100/2353] lr: 7.168e-03, eta: 8:01:04, time: 0.398, data_time: 0.174, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 1.8857, loss: 1.8857 2023-12-25 12:27:57,500 - pyskl - INFO - Epoch [97][200/2353] lr: 7.158e-03, eta: 8:00:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9900, loss_cls: 1.8902, loss: 1.8902 2023-12-25 12:28:19,662 - pyskl - INFO - Epoch [97][300/2353] lr: 7.148e-03, eta: 8:00:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 1.8970, loss: 1.8970 2023-12-25 12:28:41,855 - pyskl - INFO - Epoch [97][400/2353] lr: 7.138e-03, eta: 7:59:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 1.8794, loss: 1.8794 2023-12-25 12:29:04,081 - pyskl - INFO - Epoch [97][500/2353] lr: 7.128e-03, eta: 7:59:31, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 1.8472, loss: 1.8472 2023-12-25 12:29:26,375 - pyskl - INFO - Epoch [97][600/2353] lr: 7.118e-03, eta: 7:59:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 1.8790, loss: 1.8790 2023-12-25 12:29:48,640 - pyskl - INFO - Epoch [97][700/2353] lr: 7.107e-03, eta: 7:58:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 1.9325, loss: 1.9325 2023-12-25 12:30:10,956 - pyskl - INFO - Epoch [97][800/2353] lr: 7.097e-03, eta: 7:58:23, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 1.8734, loss: 1.8734 2023-12-25 12:30:33,175 - pyskl - INFO - Epoch [97][900/2353] lr: 7.087e-03, eta: 7:58:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 1.9067, loss: 1.9067 2023-12-25 12:30:55,374 - pyskl - INFO - Epoch [97][1000/2353] lr: 7.077e-03, eta: 7:57:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9956, loss_cls: 1.9079, loss: 1.9079 2023-12-25 12:31:17,641 - pyskl - INFO - Epoch [97][1100/2353] lr: 7.067e-03, eta: 7:57:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 1.9000, loss: 1.9000 2023-12-25 12:31:39,978 - pyskl - INFO - Epoch [97][1200/2353] lr: 7.057e-03, eta: 7:56:51, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 1.8860, loss: 1.8860 2023-12-25 12:32:02,261 - pyskl - INFO - Epoch [97][1300/2353] lr: 7.047e-03, eta: 7:56:28, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 1.9210, loss: 1.9210 2023-12-25 12:32:24,572 - pyskl - INFO - Epoch [97][1400/2353] lr: 7.037e-03, eta: 7:56:05, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 1.9038, loss: 1.9038 2023-12-25 12:32:46,803 - pyskl - INFO - Epoch [97][1500/2353] lr: 7.027e-03, eta: 7:55:42, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 1.9402, loss: 1.9402 2023-12-25 12:33:09,090 - pyskl - INFO - Epoch [97][1600/2353] lr: 7.017e-03, eta: 7:55:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 1.9572, loss: 1.9572 2023-12-25 12:33:31,339 - pyskl - INFO - Epoch [97][1700/2353] lr: 7.007e-03, eta: 7:54:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 1.9234, loss: 1.9234 2023-12-25 12:33:53,614 - pyskl - INFO - Epoch [97][1800/2353] lr: 6.997e-03, eta: 7:54:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9950, loss_cls: 1.9220, loss: 1.9220 2023-12-25 12:34:15,898 - pyskl - INFO - Epoch [97][1900/2353] lr: 6.987e-03, eta: 7:54:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 1.9227, loss: 1.9227 2023-12-25 12:34:38,166 - pyskl - INFO - Epoch [97][2000/2353] lr: 6.977e-03, eta: 7:53:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 1.9416, loss: 1.9416 2023-12-25 12:35:00,451 - pyskl - INFO - Epoch [97][2100/2353] lr: 6.967e-03, eta: 7:53:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 1.8996, loss: 1.8996 2023-12-25 12:35:22,762 - pyskl - INFO - Epoch [97][2200/2353] lr: 6.957e-03, eta: 7:53:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 1.8916, loss: 1.8916 2023-12-25 12:35:45,082 - pyskl - INFO - Epoch [97][2300/2353] lr: 6.947e-03, eta: 7:52:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 1.9030, loss: 1.9030 2023-12-25 12:35:57,361 - pyskl - INFO - Saving checkpoint at 97 epochs 2023-12-25 12:37:24,316 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 12:37:24,395 - pyskl - INFO - top1_acc 0.8985 top5_acc 0.9900 2023-12-25 12:37:24,399 - pyskl - INFO - Epoch(val) [97][1184] top1_acc: 0.8985, top5_acc: 0.9900 2023-12-25 12:38:04,218 - pyskl - INFO - Epoch [98][100/2353] lr: 6.932e-03, eta: 7:52:06, time: 0.398, data_time: 0.176, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 1.8631, loss: 1.8631 2023-12-25 12:38:26,486 - pyskl - INFO - Epoch [98][200/2353] lr: 6.922e-03, eta: 7:51:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 1.8811, loss: 1.8811 2023-12-25 12:38:48,779 - pyskl - INFO - Epoch [98][300/2353] lr: 6.912e-03, eta: 7:51:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 1.8583, loss: 1.8583 2023-12-25 12:39:11,048 - pyskl - INFO - Epoch [98][400/2353] lr: 6.902e-03, eta: 7:50:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 1.8624, loss: 1.8624 2023-12-25 12:39:33,287 - pyskl - INFO - Epoch [98][500/2353] lr: 6.892e-03, eta: 7:50:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 1.8602, loss: 1.8602 2023-12-25 12:39:55,491 - pyskl - INFO - Epoch [98][600/2353] lr: 6.882e-03, eta: 7:50:11, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 1.8677, loss: 1.8677 2023-12-25 12:40:17,668 - pyskl - INFO - Epoch [98][700/2353] lr: 6.873e-03, eta: 7:49:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 1.8717, loss: 1.8717 2023-12-25 12:40:39,905 - pyskl - INFO - Epoch [98][800/2353] lr: 6.863e-03, eta: 7:49:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 1.8783, loss: 1.8783 2023-12-25 12:41:02,245 - pyskl - INFO - Epoch [98][900/2353] lr: 6.853e-03, eta: 7:49:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 1.9035, loss: 1.9035 2023-12-25 12:41:24,653 - pyskl - INFO - Epoch [98][1000/2353] lr: 6.843e-03, eta: 7:48:39, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 1.9163, loss: 1.9163 2023-12-25 12:41:46,962 - pyskl - INFO - Epoch [98][1100/2353] lr: 6.833e-03, eta: 7:48:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9888, loss_cls: 1.8912, loss: 1.8912 2023-12-25 12:42:09,284 - pyskl - INFO - Epoch [98][1200/2353] lr: 6.823e-03, eta: 7:47:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 1.8729, loss: 1.8729 2023-12-25 12:42:31,599 - pyskl - INFO - Epoch [98][1300/2353] lr: 6.813e-03, eta: 7:47:30, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 1.9240, loss: 1.9240 2023-12-25 12:42:53,979 - pyskl - INFO - Epoch [98][1400/2353] lr: 6.803e-03, eta: 7:47:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 1.8888, loss: 1.8888 2023-12-25 12:43:16,213 - pyskl - INFO - Epoch [98][1500/2353] lr: 6.793e-03, eta: 7:46:44, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 1.9434, loss: 1.9434 2023-12-25 12:43:38,446 - pyskl - INFO - Epoch [98][1600/2353] lr: 6.783e-03, eta: 7:46:21, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 1.9431, loss: 1.9431 2023-12-25 12:44:00,760 - pyskl - INFO - Epoch [98][1700/2353] lr: 6.773e-03, eta: 7:45:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 1.9444, loss: 1.9444 2023-12-25 12:44:23,038 - pyskl - INFO - Epoch [98][1800/2353] lr: 6.763e-03, eta: 7:45:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.8657, loss: 1.8657 2023-12-25 12:44:45,299 - pyskl - INFO - Epoch [98][1900/2353] lr: 6.754e-03, eta: 7:45:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 1.8913, loss: 1.8913 2023-12-25 12:45:07,553 - pyskl - INFO - Epoch [98][2000/2353] lr: 6.744e-03, eta: 7:44:49, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 1.8997, loss: 1.8997 2023-12-25 12:45:29,814 - pyskl - INFO - Epoch [98][2100/2353] lr: 6.734e-03, eta: 7:44:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 1.9130, loss: 1.9130 2023-12-25 12:45:52,153 - pyskl - INFO - Epoch [98][2200/2353] lr: 6.724e-03, eta: 7:44:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 1.8851, loss: 1.8851 2023-12-25 12:46:14,424 - pyskl - INFO - Epoch [98][2300/2353] lr: 6.714e-03, eta: 7:43:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 1.8772, loss: 1.8772 2023-12-25 12:46:26,732 - pyskl - INFO - Saving checkpoint at 98 epochs 2023-12-25 12:47:53,494 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 12:47:53,573 - pyskl - INFO - top1_acc 0.9044 top5_acc 0.9913 2023-12-25 12:47:53,577 - pyskl - INFO - Epoch(val) [98][1184] top1_acc: 0.9044, top5_acc: 0.9913 2023-12-25 12:48:32,994 - pyskl - INFO - Epoch [99][100/2353] lr: 6.699e-03, eta: 7:43:08, time: 0.394, data_time: 0.172, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 1.8859, loss: 1.8859 2023-12-25 12:48:55,212 - pyskl - INFO - Epoch [99][200/2353] lr: 6.689e-03, eta: 7:42:45, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 1.8832, loss: 1.8832 2023-12-25 12:49:17,461 - pyskl - INFO - Epoch [99][300/2353] lr: 6.679e-03, eta: 7:42:22, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 1.8652, loss: 1.8652 2023-12-25 12:49:39,736 - pyskl - INFO - Epoch [99][400/2353] lr: 6.669e-03, eta: 7:41:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.8540, loss: 1.8540 2023-12-25 12:50:01,984 - pyskl - INFO - Epoch [99][500/2353] lr: 6.660e-03, eta: 7:41:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 1.8695, loss: 1.8695 2023-12-25 12:50:24,231 - pyskl - INFO - Epoch [99][600/2353] lr: 6.650e-03, eta: 7:41:13, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 1.8630, loss: 1.8630 2023-12-25 12:50:46,476 - pyskl - INFO - Epoch [99][700/2353] lr: 6.640e-03, eta: 7:40:50, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 1.9024, loss: 1.9024 2023-12-25 12:51:08,706 - pyskl - INFO - Epoch [99][800/2353] lr: 6.630e-03, eta: 7:40:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 1.9076, loss: 1.9076 2023-12-25 12:51:30,967 - pyskl - INFO - Epoch [99][900/2353] lr: 6.620e-03, eta: 7:40:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9962, loss_cls: 1.8978, loss: 1.8978 2023-12-25 12:51:53,313 - pyskl - INFO - Epoch [99][1000/2353] lr: 6.611e-03, eta: 7:39:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 1.8722, loss: 1.8722 2023-12-25 12:52:15,594 - pyskl - INFO - Epoch [99][1100/2353] lr: 6.601e-03, eta: 7:39:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 1.8784, loss: 1.8784 2023-12-25 12:52:37,798 - pyskl - INFO - Epoch [99][1200/2353] lr: 6.591e-03, eta: 7:38:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 1.8792, loss: 1.8792 2023-12-25 12:53:00,028 - pyskl - INFO - Epoch [99][1300/2353] lr: 6.581e-03, eta: 7:38:32, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 1.8859, loss: 1.8859 2023-12-25 12:53:22,333 - pyskl - INFO - Epoch [99][1400/2353] lr: 6.571e-03, eta: 7:38:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9969, loss_cls: 1.8810, loss: 1.8810 2023-12-25 12:53:44,744 - pyskl - INFO - Epoch [99][1500/2353] lr: 6.562e-03, eta: 7:37:46, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9956, loss_cls: 1.9316, loss: 1.9316 2023-12-25 12:54:06,998 - pyskl - INFO - Epoch [99][1600/2353] lr: 6.552e-03, eta: 7:37:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9969, loss_cls: 1.8958, loss: 1.8958 2023-12-25 12:54:29,309 - pyskl - INFO - Epoch [99][1700/2353] lr: 6.542e-03, eta: 7:37:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 1.8876, loss: 1.8876 2023-12-25 12:54:51,586 - pyskl - INFO - Epoch [99][1800/2353] lr: 6.532e-03, eta: 7:36:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 1.8733, loss: 1.8733 2023-12-25 12:55:13,811 - pyskl - INFO - Epoch [99][1900/2353] lr: 6.522e-03, eta: 7:36:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 1.9145, loss: 1.9145 2023-12-25 12:55:36,017 - pyskl - INFO - Epoch [99][2000/2353] lr: 6.513e-03, eta: 7:35:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 1.8915, loss: 1.8915 2023-12-25 12:55:58,222 - pyskl - INFO - Epoch [99][2100/2353] lr: 6.503e-03, eta: 7:35:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 1.8962, loss: 1.8962 2023-12-25 12:56:20,490 - pyskl - INFO - Epoch [99][2200/2353] lr: 6.493e-03, eta: 7:35:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 1.9300, loss: 1.9300 2023-12-25 12:56:42,761 - pyskl - INFO - Epoch [99][2300/2353] lr: 6.483e-03, eta: 7:34:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 1.9038, loss: 1.9038 2023-12-25 12:56:55,081 - pyskl - INFO - Saving checkpoint at 99 epochs 2023-12-25 12:58:22,068 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 12:58:22,146 - pyskl - INFO - top1_acc 0.9075 top5_acc 0.9921 2023-12-25 12:58:22,151 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_94.pth was removed 2023-12-25 12:58:22,290 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. 2023-12-25 12:58:22,290 - pyskl - INFO - Best top1_acc is 0.9075 at 99 epoch. 2023-12-25 12:58:22,294 - pyskl - INFO - Epoch(val) [99][1184] top1_acc: 0.9075, top5_acc: 0.9921 2023-12-25 12:59:01,713 - pyskl - INFO - Epoch [100][100/2353] lr: 6.468e-03, eta: 7:34:10, time: 0.394, data_time: 0.172, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 1.8738, loss: 1.8738 2023-12-25 12:59:24,046 - pyskl - INFO - Epoch [100][200/2353] lr: 6.459e-03, eta: 7:33:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 1.8374, loss: 1.8374 2023-12-25 12:59:46,368 - pyskl - INFO - Epoch [100][300/2353] lr: 6.449e-03, eta: 7:33:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 1.8483, loss: 1.8483 2023-12-25 13:00:08,656 - pyskl - INFO - Epoch [100][400/2353] lr: 6.439e-03, eta: 7:33:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 1.8973, loss: 1.8973 2023-12-25 13:00:30,980 - pyskl - INFO - Epoch [100][500/2353] lr: 6.429e-03, eta: 7:32:39, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 1.8778, loss: 1.8778 2023-12-25 13:00:53,239 - pyskl - INFO - Epoch [100][600/2353] lr: 6.420e-03, eta: 7:32:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 1.8627, loss: 1.8627 2023-12-25 13:01:15,501 - pyskl - INFO - Epoch [100][700/2353] lr: 6.410e-03, eta: 7:31:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9988, loss_cls: 1.8533, loss: 1.8533 2023-12-25 13:01:37,753 - pyskl - INFO - Epoch [100][800/2353] lr: 6.400e-03, eta: 7:31:30, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9906, loss_cls: 1.8660, loss: 1.8660 2023-12-25 13:01:59,959 - pyskl - INFO - Epoch [100][900/2353] lr: 6.391e-03, eta: 7:31:07, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 1.8558, loss: 1.8558 2023-12-25 13:02:22,241 - pyskl - INFO - Epoch [100][1000/2353] lr: 6.381e-03, eta: 7:30:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 1.8663, loss: 1.8663 2023-12-25 13:02:44,629 - pyskl - INFO - Epoch [100][1100/2353] lr: 6.371e-03, eta: 7:30:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 1.8994, loss: 1.8994 2023-12-25 13:03:07,218 - pyskl - INFO - Epoch [100][1200/2353] lr: 6.362e-03, eta: 7:29:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 1.8978, loss: 1.8978 2023-12-25 13:03:29,502 - pyskl - INFO - Epoch [100][1300/2353] lr: 6.352e-03, eta: 7:29:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 1.8771, loss: 1.8771 2023-12-25 13:03:51,715 - pyskl - INFO - Epoch [100][1400/2353] lr: 6.342e-03, eta: 7:29:12, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 1.9088, loss: 1.9088 2023-12-25 13:04:14,051 - pyskl - INFO - Epoch [100][1500/2353] lr: 6.332e-03, eta: 7:28:49, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9969, loss_cls: 1.8735, loss: 1.8735 2023-12-25 13:04:36,349 - pyskl - INFO - Epoch [100][1600/2353] lr: 6.323e-03, eta: 7:28:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 1.8838, loss: 1.8838 2023-12-25 13:04:58,590 - pyskl - INFO - Epoch [100][1700/2353] lr: 6.313e-03, eta: 7:28:03, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 1.8800, loss: 1.8800 2023-12-25 13:05:20,843 - pyskl - INFO - Epoch [100][1800/2353] lr: 6.303e-03, eta: 7:27:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 1.8623, loss: 1.8623 2023-12-25 13:05:43,060 - pyskl - INFO - Epoch [100][1900/2353] lr: 6.294e-03, eta: 7:27:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 1.9131, loss: 1.9131 2023-12-25 13:06:05,357 - pyskl - INFO - Epoch [100][2000/2353] lr: 6.284e-03, eta: 7:26:54, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 1.8840, loss: 1.8840 2023-12-25 13:06:27,674 - pyskl - INFO - Epoch [100][2100/2353] lr: 6.274e-03, eta: 7:26:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 1.8873, loss: 1.8873 2023-12-25 13:06:49,980 - pyskl - INFO - Epoch [100][2200/2353] lr: 6.265e-03, eta: 7:26:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 1.8950, loss: 1.8950 2023-12-25 13:07:12,272 - pyskl - INFO - Epoch [100][2300/2353] lr: 6.255e-03, eta: 7:25:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 1.8717, loss: 1.8717 2023-12-25 13:07:24,640 - pyskl - INFO - Saving checkpoint at 100 epochs 2023-12-25 13:08:51,073 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 13:08:51,153 - pyskl - INFO - top1_acc 0.9108 top5_acc 0.9908 2023-12-25 13:08:51,157 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_99.pth was removed 2023-12-25 13:08:51,297 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. 2023-12-25 13:08:51,298 - pyskl - INFO - Best top1_acc is 0.9108 at 100 epoch. 2023-12-25 13:08:51,302 - pyskl - INFO - Epoch(val) [100][1184] top1_acc: 0.9108, top5_acc: 0.9908 2023-12-25 13:09:30,855 - pyskl - INFO - Epoch [101][100/2353] lr: 6.240e-03, eta: 7:25:13, time: 0.395, data_time: 0.172, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 1.8547, loss: 1.8547 2023-12-25 13:09:53,083 - pyskl - INFO - Epoch [101][200/2353] lr: 6.231e-03, eta: 7:24:50, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 1.8596, loss: 1.8596 2023-12-25 13:10:15,325 - pyskl - INFO - Epoch [101][300/2353] lr: 6.221e-03, eta: 7:24:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.8369, loss: 1.8369 2023-12-25 13:10:37,490 - pyskl - INFO - Epoch [101][400/2353] lr: 6.212e-03, eta: 7:24:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 1.8372, loss: 1.8372 2023-12-25 13:10:59,713 - pyskl - INFO - Epoch [101][500/2353] lr: 6.202e-03, eta: 7:23:41, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.8563, loss: 1.8563 2023-12-25 13:11:21,975 - pyskl - INFO - Epoch [101][600/2353] lr: 6.192e-03, eta: 7:23:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 1.8530, loss: 1.8530 2023-12-25 13:11:44,313 - pyskl - INFO - Epoch [101][700/2353] lr: 6.183e-03, eta: 7:22:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.8346, loss: 1.8346 2023-12-25 13:12:06,620 - pyskl - INFO - Epoch [101][800/2353] lr: 6.173e-03, eta: 7:22:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 1.8559, loss: 1.8559 2023-12-25 13:12:28,917 - pyskl - INFO - Epoch [101][900/2353] lr: 6.164e-03, eta: 7:22:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 1.8916, loss: 1.8916 2023-12-25 13:12:51,215 - pyskl - INFO - Epoch [101][1000/2353] lr: 6.154e-03, eta: 7:21:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 1.8411, loss: 1.8411 2023-12-25 13:13:13,468 - pyskl - INFO - Epoch [101][1100/2353] lr: 6.144e-03, eta: 7:21:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 1.8632, loss: 1.8632 2023-12-25 13:13:35,855 - pyskl - INFO - Epoch [101][1200/2353] lr: 6.135e-03, eta: 7:21:01, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 1.8917, loss: 1.8917 2023-12-25 13:13:58,266 - pyskl - INFO - Epoch [101][1300/2353] lr: 6.125e-03, eta: 7:20:38, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9969, loss_cls: 1.8753, loss: 1.8753 2023-12-25 13:14:20,586 - pyskl - INFO - Epoch [101][1400/2353] lr: 6.116e-03, eta: 7:20:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 1.8836, loss: 1.8836 2023-12-25 13:14:42,838 - pyskl - INFO - Epoch [101][1500/2353] lr: 6.106e-03, eta: 7:19:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 1.8918, loss: 1.8918 2023-12-25 13:15:05,143 - pyskl - INFO - Epoch [101][1600/2353] lr: 6.097e-03, eta: 7:19:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 1.8798, loss: 1.8798 2023-12-25 13:15:27,432 - pyskl - INFO - Epoch [101][1700/2353] lr: 6.087e-03, eta: 7:19:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9975, loss_cls: 1.8786, loss: 1.8786 2023-12-25 13:15:49,646 - pyskl - INFO - Epoch [101][1800/2353] lr: 6.077e-03, eta: 7:18:43, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 1.8930, loss: 1.8930 2023-12-25 13:16:11,878 - pyskl - INFO - Epoch [101][1900/2353] lr: 6.068e-03, eta: 7:18:20, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 1.8743, loss: 1.8743 2023-12-25 13:16:34,216 - pyskl - INFO - Epoch [101][2000/2353] lr: 6.058e-03, eta: 7:17:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 1.8896, loss: 1.8896 2023-12-25 13:16:56,682 - pyskl - INFO - Epoch [101][2100/2353] lr: 6.049e-03, eta: 7:17:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 1.8746, loss: 1.8746 2023-12-25 13:17:19,155 - pyskl - INFO - Epoch [101][2200/2353] lr: 6.039e-03, eta: 7:17:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 1.8869, loss: 1.8869 2023-12-25 13:17:41,545 - pyskl - INFO - Epoch [101][2300/2353] lr: 6.030e-03, eta: 7:16:49, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.8718, loss: 1.8718 2023-12-25 13:17:53,881 - pyskl - INFO - Saving checkpoint at 101 epochs 2023-12-25 13:19:20,596 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 13:19:20,675 - pyskl - INFO - top1_acc 0.9051 top5_acc 0.9917 2023-12-25 13:19:20,679 - pyskl - INFO - Epoch(val) [101][1184] top1_acc: 0.9051, top5_acc: 0.9917 2023-12-25 13:20:00,215 - pyskl - INFO - Epoch [102][100/2353] lr: 6.015e-03, eta: 7:16:16, time: 0.395, data_time: 0.172, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.8506, loss: 1.8506 2023-12-25 13:20:22,429 - pyskl - INFO - Epoch [102][200/2353] lr: 6.006e-03, eta: 7:15:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9988, loss_cls: 1.8365, loss: 1.8365 2023-12-25 13:20:44,648 - pyskl - INFO - Epoch [102][300/2353] lr: 5.996e-03, eta: 7:15:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 1.8795, loss: 1.8795 2023-12-25 13:21:06,964 - pyskl - INFO - Epoch [102][400/2353] lr: 5.987e-03, eta: 7:15:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.8108, loss: 1.8108 2023-12-25 13:21:29,273 - pyskl - INFO - Epoch [102][500/2353] lr: 5.977e-03, eta: 7:14:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 1.8515, loss: 1.8515 2023-12-25 13:21:51,553 - pyskl - INFO - Epoch [102][600/2353] lr: 5.968e-03, eta: 7:14:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 1.9082, loss: 1.9082 2023-12-25 13:22:13,832 - pyskl - INFO - Epoch [102][700/2353] lr: 5.958e-03, eta: 7:13:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.8468, loss: 1.8468 2023-12-25 13:22:36,084 - pyskl - INFO - Epoch [102][800/2353] lr: 5.949e-03, eta: 7:13:36, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9981, loss_cls: 1.8500, loss: 1.8500 2023-12-25 13:22:58,347 - pyskl - INFO - Epoch [102][900/2353] lr: 5.939e-03, eta: 7:13:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 1.8522, loss: 1.8522 2023-12-25 13:23:20,617 - pyskl - INFO - Epoch [102][1000/2353] lr: 5.930e-03, eta: 7:12:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 1.8501, loss: 1.8501 2023-12-25 13:23:42,848 - pyskl - INFO - Epoch [102][1100/2353] lr: 5.920e-03, eta: 7:12:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 1.8725, loss: 1.8725 2023-12-25 13:24:05,123 - pyskl - INFO - Epoch [102][1200/2353] lr: 5.911e-03, eta: 7:12:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 1.8870, loss: 1.8870 2023-12-25 13:24:27,558 - pyskl - INFO - Epoch [102][1300/2353] lr: 5.901e-03, eta: 7:11:41, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 1.8569, loss: 1.8569 2023-12-25 13:24:50,052 - pyskl - INFO - Epoch [102][1400/2353] lr: 5.892e-03, eta: 7:11:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.8376, loss: 1.8376 2023-12-25 13:25:12,516 - pyskl - INFO - Epoch [102][1500/2353] lr: 5.883e-03, eta: 7:10:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 1.8565, loss: 1.8565 2023-12-25 13:25:34,779 - pyskl - INFO - Epoch [102][1600/2353] lr: 5.873e-03, eta: 7:10:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 1.8790, loss: 1.8790 2023-12-25 13:25:57,135 - pyskl - INFO - Epoch [102][1700/2353] lr: 5.864e-03, eta: 7:10:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9956, loss_cls: 1.8924, loss: 1.8924 2023-12-25 13:26:19,511 - pyskl - INFO - Epoch [102][1800/2353] lr: 5.854e-03, eta: 7:09:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 1.8651, loss: 1.8651 2023-12-25 13:26:41,794 - pyskl - INFO - Epoch [102][1900/2353] lr: 5.845e-03, eta: 7:09:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 1.8894, loss: 1.8894 2023-12-25 13:27:04,075 - pyskl - INFO - Epoch [102][2000/2353] lr: 5.835e-03, eta: 7:09:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 1.8525, loss: 1.8525 2023-12-25 13:27:26,396 - pyskl - INFO - Epoch [102][2100/2353] lr: 5.826e-03, eta: 7:08:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 1.9000, loss: 1.9000 2023-12-25 13:27:48,662 - pyskl - INFO - Epoch [102][2200/2353] lr: 5.817e-03, eta: 7:08:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 1.8942, loss: 1.8942 2023-12-25 13:28:10,963 - pyskl - INFO - Epoch [102][2300/2353] lr: 5.807e-03, eta: 7:07:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 1.8904, loss: 1.8904 2023-12-25 13:28:23,251 - pyskl - INFO - Saving checkpoint at 102 epochs 2023-12-25 13:29:49,917 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 13:29:49,997 - pyskl - INFO - top1_acc 0.9211 top5_acc 0.9931 2023-12-25 13:29:50,001 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_100.pth was removed 2023-12-25 13:29:50,137 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_102.pth. 2023-12-25 13:29:50,138 - pyskl - INFO - Best top1_acc is 0.9211 at 102 epoch. 2023-12-25 13:29:50,142 - pyskl - INFO - Epoch(val) [102][1184] top1_acc: 0.9211, top5_acc: 0.9931 2023-12-25 13:30:29,916 - pyskl - INFO - Epoch [103][100/2353] lr: 5.793e-03, eta: 7:07:20, time: 0.398, data_time: 0.174, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.8031, loss: 1.8031 2023-12-25 13:30:52,169 - pyskl - INFO - Epoch [103][200/2353] lr: 5.783e-03, eta: 7:06:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.7900, loss: 1.7900 2023-12-25 13:31:14,460 - pyskl - INFO - Epoch [103][300/2353] lr: 5.774e-03, eta: 7:06:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.8160, loss: 1.8160 2023-12-25 13:31:36,750 - pyskl - INFO - Epoch [103][400/2353] lr: 5.765e-03, eta: 7:06:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.8404, loss: 1.8404 2023-12-25 13:31:59,113 - pyskl - INFO - Epoch [103][500/2353] lr: 5.755e-03, eta: 7:05:48, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.8152, loss: 1.8152 2023-12-25 13:32:21,443 - pyskl - INFO - Epoch [103][600/2353] lr: 5.746e-03, eta: 7:05:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.8216, loss: 1.8216 2023-12-25 13:32:43,843 - pyskl - INFO - Epoch [103][700/2353] lr: 5.737e-03, eta: 7:05:02, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 1.8312, loss: 1.8312 2023-12-25 13:33:06,167 - pyskl - INFO - Epoch [103][800/2353] lr: 5.727e-03, eta: 7:04:39, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 1.8520, loss: 1.8520 2023-12-25 13:33:28,462 - pyskl - INFO - Epoch [103][900/2353] lr: 5.718e-03, eta: 7:04:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.8451, loss: 1.8451 2023-12-25 13:33:50,754 - pyskl - INFO - Epoch [103][1000/2353] lr: 5.709e-03, eta: 7:03:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.8353, loss: 1.8353 2023-12-25 13:34:13,108 - pyskl - INFO - Epoch [103][1100/2353] lr: 5.699e-03, eta: 7:03:31, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9988, loss_cls: 1.8468, loss: 1.8468 2023-12-25 13:34:35,421 - pyskl - INFO - Epoch [103][1200/2353] lr: 5.690e-03, eta: 7:03:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 1.8421, loss: 1.8421 2023-12-25 13:34:57,731 - pyskl - INFO - Epoch [103][1300/2353] lr: 5.681e-03, eta: 7:02:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.8323, loss: 1.8323 2023-12-25 13:35:20,203 - pyskl - INFO - Epoch [103][1400/2353] lr: 5.671e-03, eta: 7:02:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 1.8324, loss: 1.8324 2023-12-25 13:35:42,532 - pyskl - INFO - Epoch [103][1500/2353] lr: 5.662e-03, eta: 7:01:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 1.8565, loss: 1.8565 2023-12-25 13:36:04,842 - pyskl - INFO - Epoch [103][1600/2353] lr: 5.653e-03, eta: 7:01:36, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 1.8814, loss: 1.8814 2023-12-25 13:36:27,156 - pyskl - INFO - Epoch [103][1700/2353] lr: 5.643e-03, eta: 7:01:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 1.8604, loss: 1.8604 2023-12-25 13:36:49,540 - pyskl - INFO - Epoch [103][1800/2353] lr: 5.634e-03, eta: 7:00:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 1.8441, loss: 1.8441 2023-12-25 13:37:11,822 - pyskl - INFO - Epoch [103][1900/2353] lr: 5.625e-03, eta: 7:00:27, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 1.8828, loss: 1.8828 2023-12-25 13:37:34,082 - pyskl - INFO - Epoch [103][2000/2353] lr: 5.615e-03, eta: 7:00:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 1.8508, loss: 1.8508 2023-12-25 13:37:56,482 - pyskl - INFO - Epoch [103][2100/2353] lr: 5.606e-03, eta: 6:59:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 1.8615, loss: 1.8615 2023-12-25 13:38:18,809 - pyskl - INFO - Epoch [103][2200/2353] lr: 5.597e-03, eta: 6:59:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 1.8493, loss: 1.8493 2023-12-25 13:38:41,070 - pyskl - INFO - Epoch [103][2300/2353] lr: 5.588e-03, eta: 6:58:56, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 1.8932, loss: 1.8932 2023-12-25 13:38:53,322 - pyskl - INFO - Saving checkpoint at 103 epochs 2023-12-25 13:40:20,578 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 13:40:20,659 - pyskl - INFO - top1_acc 0.9058 top5_acc 0.9902 2023-12-25 13:40:20,663 - pyskl - INFO - Epoch(val) [103][1184] top1_acc: 0.9058, top5_acc: 0.9902 2023-12-25 13:40:59,840 - pyskl - INFO - Epoch [104][100/2353] lr: 5.573e-03, eta: 6:58:23, time: 0.392, data_time: 0.170, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 1.8408, loss: 1.8408 2023-12-25 13:41:22,027 - pyskl - INFO - Epoch [104][200/2353] lr: 5.564e-03, eta: 6:58:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 1.8422, loss: 1.8422 2023-12-25 13:41:44,273 - pyskl - INFO - Epoch [104][300/2353] lr: 5.555e-03, eta: 6:57:37, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.8439, loss: 1.8439 2023-12-25 13:42:06,534 - pyskl - INFO - Epoch [104][400/2353] lr: 5.546e-03, eta: 6:57:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 1.8586, loss: 1.8586 2023-12-25 13:42:28,817 - pyskl - INFO - Epoch [104][500/2353] lr: 5.536e-03, eta: 6:56:51, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 1.8383, loss: 1.8383 2023-12-25 13:42:51,121 - pyskl - INFO - Epoch [104][600/2353] lr: 5.527e-03, eta: 6:56:28, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 1.8314, loss: 1.8314 2023-12-25 13:43:13,393 - pyskl - INFO - Epoch [104][700/2353] lr: 5.518e-03, eta: 6:56:05, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 1.8415, loss: 1.8415 2023-12-25 13:43:35,642 - pyskl - INFO - Epoch [104][800/2353] lr: 5.509e-03, eta: 6:55:43, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 1.8364, loss: 1.8364 2023-12-25 13:43:57,833 - pyskl - INFO - Epoch [104][900/2353] lr: 5.500e-03, eta: 6:55:20, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 1.8569, loss: 1.8569 2023-12-25 13:44:20,032 - pyskl - INFO - Epoch [104][1000/2353] lr: 5.490e-03, eta: 6:54:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 1.8435, loss: 1.8435 2023-12-25 13:44:42,289 - pyskl - INFO - Epoch [104][1100/2353] lr: 5.481e-03, eta: 6:54:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 1.8667, loss: 1.8667 2023-12-25 13:45:04,529 - pyskl - INFO - Epoch [104][1200/2353] lr: 5.472e-03, eta: 6:54:11, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.8495, loss: 1.8495 2023-12-25 13:45:26,783 - pyskl - INFO - Epoch [104][1300/2353] lr: 5.463e-03, eta: 6:53:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.8455, loss: 1.8455 2023-12-25 13:45:49,088 - pyskl - INFO - Epoch [104][1400/2353] lr: 5.453e-03, eta: 6:53:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 1.8570, loss: 1.8570 2023-12-25 13:46:11,429 - pyskl - INFO - Epoch [104][1500/2353] lr: 5.444e-03, eta: 6:53:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.8317, loss: 1.8317 2023-12-25 13:46:33,734 - pyskl - INFO - Epoch [104][1600/2353] lr: 5.435e-03, eta: 6:52:39, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 1.8756, loss: 1.8756 2023-12-25 13:46:56,065 - pyskl - INFO - Epoch [104][1700/2353] lr: 5.426e-03, eta: 6:52:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.8222, loss: 1.8222 2023-12-25 13:47:18,326 - pyskl - INFO - Epoch [104][1800/2353] lr: 5.417e-03, eta: 6:51:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 1.8712, loss: 1.8712 2023-12-25 13:47:40,724 - pyskl - INFO - Epoch [104][1900/2353] lr: 5.408e-03, eta: 6:51:30, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 1.8457, loss: 1.8457 2023-12-25 13:48:03,066 - pyskl - INFO - Epoch [104][2000/2353] lr: 5.398e-03, eta: 6:51:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 1.8797, loss: 1.8797 2023-12-25 13:48:25,475 - pyskl - INFO - Epoch [104][2100/2353] lr: 5.389e-03, eta: 6:50:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 1.8573, loss: 1.8573 2023-12-25 13:48:47,799 - pyskl - INFO - Epoch [104][2200/2353] lr: 5.380e-03, eta: 6:50:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 1.8891, loss: 1.8891 2023-12-25 13:49:10,115 - pyskl - INFO - Epoch [104][2300/2353] lr: 5.371e-03, eta: 6:49:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 1.8804, loss: 1.8804 2023-12-25 13:49:22,420 - pyskl - INFO - Saving checkpoint at 104 epochs 2023-12-25 13:50:49,351 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 13:50:49,431 - pyskl - INFO - top1_acc 0.9150 top5_acc 0.9917 2023-12-25 13:50:49,435 - pyskl - INFO - Epoch(val) [104][1184] top1_acc: 0.9150, top5_acc: 0.9917 2023-12-25 13:51:29,074 - pyskl - INFO - Epoch [105][100/2353] lr: 5.357e-03, eta: 6:49:26, time: 0.396, data_time: 0.173, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9925, loss_cls: 1.8112, loss: 1.8112 2023-12-25 13:51:51,325 - pyskl - INFO - Epoch [105][200/2353] lr: 5.348e-03, eta: 6:49:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 1.8357, loss: 1.8357 2023-12-25 13:52:13,636 - pyskl - INFO - Epoch [105][300/2353] lr: 5.339e-03, eta: 6:48:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 1.8132, loss: 1.8132 2023-12-25 13:52:36,059 - pyskl - INFO - Epoch [105][400/2353] lr: 5.330e-03, eta: 6:48:18, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.7993, loss: 1.7993 2023-12-25 13:52:58,459 - pyskl - INFO - Epoch [105][500/2353] lr: 5.321e-03, eta: 6:47:55, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 1.8077, loss: 1.8077 2023-12-25 13:53:20,762 - pyskl - INFO - Epoch [105][600/2353] lr: 5.311e-03, eta: 6:47:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.8086, loss: 1.8086 2023-12-25 13:53:43,055 - pyskl - INFO - Epoch [105][700/2353] lr: 5.302e-03, eta: 6:47:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 1.8657, loss: 1.8657 2023-12-25 13:54:05,385 - pyskl - INFO - Epoch [105][800/2353] lr: 5.293e-03, eta: 6:46:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 1.8335, loss: 1.8335 2023-12-25 13:54:27,733 - pyskl - INFO - Epoch [105][900/2353] lr: 5.284e-03, eta: 6:46:23, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.8079, loss: 1.8079 2023-12-25 13:54:50,032 - pyskl - INFO - Epoch [105][1000/2353] lr: 5.275e-03, eta: 6:46:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 1.8223, loss: 1.8223 2023-12-25 13:55:12,305 - pyskl - INFO - Epoch [105][1100/2353] lr: 5.266e-03, eta: 6:45:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.8381, loss: 1.8381 2023-12-25 13:55:34,554 - pyskl - INFO - Epoch [105][1200/2353] lr: 5.257e-03, eta: 6:45:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.8261, loss: 1.8261 2023-12-25 13:55:56,763 - pyskl - INFO - Epoch [105][1300/2353] lr: 5.248e-03, eta: 6:44:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 1.8441, loss: 1.8441 2023-12-25 13:56:18,976 - pyskl - INFO - Epoch [105][1400/2353] lr: 5.239e-03, eta: 6:44:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 1.8572, loss: 1.8572 2023-12-25 13:56:41,292 - pyskl - INFO - Epoch [105][1500/2353] lr: 5.230e-03, eta: 6:44:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 1.8598, loss: 1.8598 2023-12-25 13:57:03,604 - pyskl - INFO - Epoch [105][1600/2353] lr: 5.221e-03, eta: 6:43:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.8581, loss: 1.8581 2023-12-25 13:57:25,894 - pyskl - INFO - Epoch [105][1700/2353] lr: 5.212e-03, eta: 6:43:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 1.8574, loss: 1.8574 2023-12-25 13:57:48,163 - pyskl - INFO - Epoch [105][1800/2353] lr: 5.203e-03, eta: 6:42:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 1.8546, loss: 1.8546 2023-12-25 13:58:10,420 - pyskl - INFO - Epoch [105][1900/2353] lr: 5.194e-03, eta: 6:42:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 1.8522, loss: 1.8522 2023-12-25 13:58:32,739 - pyskl - INFO - Epoch [105][2000/2353] lr: 5.185e-03, eta: 6:42:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 1.8455, loss: 1.8455 2023-12-25 13:58:55,076 - pyskl - INFO - Epoch [105][2100/2353] lr: 5.176e-03, eta: 6:41:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 1.8442, loss: 1.8442 2023-12-25 13:59:17,484 - pyskl - INFO - Epoch [105][2200/2353] lr: 5.167e-03, eta: 6:41:26, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 1.8501, loss: 1.8501 2023-12-25 13:59:39,823 - pyskl - INFO - Epoch [105][2300/2353] lr: 5.158e-03, eta: 6:41:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 1.8649, loss: 1.8649 2023-12-25 13:59:52,122 - pyskl - INFO - Saving checkpoint at 105 epochs 2023-12-25 14:01:19,094 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 14:01:19,173 - pyskl - INFO - top1_acc 0.9064 top5_acc 0.9910 2023-12-25 14:01:19,177 - pyskl - INFO - Epoch(val) [105][1184] top1_acc: 0.9064, top5_acc: 0.9910 2023-12-25 14:01:58,799 - pyskl - INFO - Epoch [106][100/2353] lr: 5.144e-03, eta: 6:40:30, time: 0.396, data_time: 0.174, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.7989, loss: 1.7989 2023-12-25 14:02:21,003 - pyskl - INFO - Epoch [106][200/2353] lr: 5.135e-03, eta: 6:40:07, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.8071, loss: 1.8071 2023-12-25 14:02:43,201 - pyskl - INFO - Epoch [106][300/2353] lr: 5.126e-03, eta: 6:39:44, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.8158, loss: 1.8158 2023-12-25 14:03:05,492 - pyskl - INFO - Epoch [106][400/2353] lr: 5.117e-03, eta: 6:39:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.7882, loss: 1.7882 2023-12-25 14:03:27,840 - pyskl - INFO - Epoch [106][500/2353] lr: 5.108e-03, eta: 6:38:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 1.7993, loss: 1.7993 2023-12-25 14:03:50,104 - pyskl - INFO - Epoch [106][600/2353] lr: 5.099e-03, eta: 6:38:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 1.8331, loss: 1.8331 2023-12-25 14:04:12,403 - pyskl - INFO - Epoch [106][700/2353] lr: 5.090e-03, eta: 6:38:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.8177, loss: 1.8177 2023-12-25 14:04:34,723 - pyskl - INFO - Epoch [106][800/2353] lr: 5.081e-03, eta: 6:37:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.8343, loss: 1.8343 2023-12-25 14:04:57,006 - pyskl - INFO - Epoch [106][900/2353] lr: 5.072e-03, eta: 6:37:27, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 1.8647, loss: 1.8647 2023-12-25 14:05:19,371 - pyskl - INFO - Epoch [106][1000/2353] lr: 5.063e-03, eta: 6:37:04, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.8351, loss: 1.8351 2023-12-25 14:05:41,693 - pyskl - INFO - Epoch [106][1100/2353] lr: 5.054e-03, eta: 6:36:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 1.8322, loss: 1.8322 2023-12-25 14:06:03,979 - pyskl - INFO - Epoch [106][1200/2353] lr: 5.045e-03, eta: 6:36:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 1.8563, loss: 1.8563 2023-12-25 14:06:26,283 - pyskl - INFO - Epoch [106][1300/2353] lr: 5.036e-03, eta: 6:35:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 1.8414, loss: 1.8414 2023-12-25 14:06:48,546 - pyskl - INFO - Epoch [106][1400/2353] lr: 5.027e-03, eta: 6:35:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.8147, loss: 1.8147 2023-12-25 14:07:10,786 - pyskl - INFO - Epoch [106][1500/2353] lr: 5.018e-03, eta: 6:35:09, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 1.8487, loss: 1.8487 2023-12-25 14:07:33,104 - pyskl - INFO - Epoch [106][1600/2353] lr: 5.010e-03, eta: 6:34:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 1.8394, loss: 1.8394 2023-12-25 14:07:55,444 - pyskl - INFO - Epoch [106][1700/2353] lr: 5.001e-03, eta: 6:34:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 1.8422, loss: 1.8422 2023-12-25 14:08:17,759 - pyskl - INFO - Epoch [106][1800/2353] lr: 4.992e-03, eta: 6:34:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9931, loss_cls: 1.8203, loss: 1.8203 2023-12-25 14:08:40,121 - pyskl - INFO - Epoch [106][1900/2353] lr: 4.983e-03, eta: 6:33:38, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 1.8333, loss: 1.8333 2023-12-25 14:09:02,619 - pyskl - INFO - Epoch [106][2000/2353] lr: 4.974e-03, eta: 6:33:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 1.8475, loss: 1.8475 2023-12-25 14:09:25,001 - pyskl - INFO - Epoch [106][2100/2353] lr: 4.965e-03, eta: 6:32:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.8610, loss: 1.8610 2023-12-25 14:09:47,354 - pyskl - INFO - Epoch [106][2200/2353] lr: 4.956e-03, eta: 6:32:29, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9962, loss_cls: 1.8923, loss: 1.8923 2023-12-25 14:10:09,696 - pyskl - INFO - Epoch [106][2300/2353] lr: 4.947e-03, eta: 6:32:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 1.8611, loss: 1.8611 2023-12-25 14:10:21,988 - pyskl - INFO - Saving checkpoint at 106 epochs 2023-12-25 14:11:48,890 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 14:11:48,970 - pyskl - INFO - top1_acc 0.9156 top5_acc 0.9924 2023-12-25 14:11:48,974 - pyskl - INFO - Epoch(val) [106][1184] top1_acc: 0.9156, top5_acc: 0.9924 2023-12-25 14:12:28,815 - pyskl - INFO - Epoch [107][100/2353] lr: 4.934e-03, eta: 6:31:34, time: 0.398, data_time: 0.175, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.7995, loss: 1.7995 2023-12-25 14:12:51,265 - pyskl - INFO - Epoch [107][200/2353] lr: 4.925e-03, eta: 6:31:11, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.7910, loss: 1.7910 2023-12-25 14:13:13,577 - pyskl - INFO - Epoch [107][300/2353] lr: 4.916e-03, eta: 6:30:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.8036, loss: 1.8036 2023-12-25 14:13:35,883 - pyskl - INFO - Epoch [107][400/2353] lr: 4.907e-03, eta: 6:30:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.7880, loss: 1.7880 2023-12-25 14:13:58,213 - pyskl - INFO - Epoch [107][500/2353] lr: 4.898e-03, eta: 6:30:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.7738, loss: 1.7738 2023-12-25 14:14:20,629 - pyskl - INFO - Epoch [107][600/2353] lr: 4.890e-03, eta: 6:29:40, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 1.8158, loss: 1.8158 2023-12-25 14:14:43,000 - pyskl - INFO - Epoch [107][700/2353] lr: 4.881e-03, eta: 6:29:17, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.8077, loss: 1.8077 2023-12-25 14:15:05,431 - pyskl - INFO - Epoch [107][800/2353] lr: 4.872e-03, eta: 6:28:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 1.8175, loss: 1.8175 2023-12-25 14:15:27,910 - pyskl - INFO - Epoch [107][900/2353] lr: 4.863e-03, eta: 6:28:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.8188, loss: 1.8188 2023-12-25 14:15:50,276 - pyskl - INFO - Epoch [107][1000/2353] lr: 4.854e-03, eta: 6:28:08, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.8401, loss: 1.8401 2023-12-25 14:16:12,576 - pyskl - INFO - Epoch [107][1100/2353] lr: 4.845e-03, eta: 6:27:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.8197, loss: 1.8197 2023-12-25 14:16:34,875 - pyskl - INFO - Epoch [107][1200/2353] lr: 4.837e-03, eta: 6:27:23, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.7863, loss: 1.7863 2023-12-25 14:16:57,207 - pyskl - INFO - Epoch [107][1300/2353] lr: 4.828e-03, eta: 6:27:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.8101, loss: 1.8101 2023-12-25 14:17:19,497 - pyskl - INFO - Epoch [107][1400/2353] lr: 4.819e-03, eta: 6:26:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 1.8218, loss: 1.8218 2023-12-25 14:17:41,821 - pyskl - INFO - Epoch [107][1500/2353] lr: 4.810e-03, eta: 6:26:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 1.8230, loss: 1.8230 2023-12-25 14:18:04,025 - pyskl - INFO - Epoch [107][1600/2353] lr: 4.802e-03, eta: 6:25:51, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 1.8339, loss: 1.8339 2023-12-25 14:18:26,338 - pyskl - INFO - Epoch [107][1700/2353] lr: 4.793e-03, eta: 6:25:28, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 1.8098, loss: 1.8098 2023-12-25 14:18:48,655 - pyskl - INFO - Epoch [107][1800/2353] lr: 4.784e-03, eta: 6:25:05, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.8399, loss: 1.8399 2023-12-25 14:19:11,028 - pyskl - INFO - Epoch [107][1900/2353] lr: 4.775e-03, eta: 6:24:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9931, loss_cls: 1.8296, loss: 1.8296 2023-12-25 14:19:33,362 - pyskl - INFO - Epoch [107][2000/2353] lr: 4.767e-03, eta: 6:24:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.8310, loss: 1.8310 2023-12-25 14:19:55,774 - pyskl - INFO - Epoch [107][2100/2353] lr: 4.758e-03, eta: 6:23:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.8346, loss: 1.8346 2023-12-25 14:20:18,215 - pyskl - INFO - Epoch [107][2200/2353] lr: 4.749e-03, eta: 6:23:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.8356, loss: 1.8356 2023-12-25 14:20:40,554 - pyskl - INFO - Epoch [107][2300/2353] lr: 4.740e-03, eta: 6:23:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9981, loss_cls: 1.8407, loss: 1.8407 2023-12-25 14:20:52,871 - pyskl - INFO - Saving checkpoint at 107 epochs 2023-12-25 14:22:19,857 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 14:22:19,936 - pyskl - INFO - top1_acc 0.9103 top5_acc 0.9909 2023-12-25 14:22:19,940 - pyskl - INFO - Epoch(val) [107][1184] top1_acc: 0.9103, top5_acc: 0.9909 2023-12-25 14:22:59,561 - pyskl - INFO - Epoch [108][100/2353] lr: 4.727e-03, eta: 6:22:38, time: 0.396, data_time: 0.173, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 1.7874, loss: 1.7874 2023-12-25 14:23:21,820 - pyskl - INFO - Epoch [108][200/2353] lr: 4.718e-03, eta: 6:22:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9944, loss_cls: 1.7995, loss: 1.7995 2023-12-25 14:23:44,095 - pyskl - INFO - Epoch [108][300/2353] lr: 4.710e-03, eta: 6:21:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.7979, loss: 1.7979 2023-12-25 14:24:06,375 - pyskl - INFO - Epoch [108][400/2353] lr: 4.701e-03, eta: 6:21:30, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 1.8024, loss: 1.8024 2023-12-25 14:24:28,613 - pyskl - INFO - Epoch [108][500/2353] lr: 4.692e-03, eta: 6:21:07, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 1.8079, loss: 1.8079 2023-12-25 14:24:50,829 - pyskl - INFO - Epoch [108][600/2353] lr: 4.684e-03, eta: 6:20:44, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.7906, loss: 1.7906 2023-12-25 14:25:13,099 - pyskl - INFO - Epoch [108][700/2353] lr: 4.675e-03, eta: 6:20:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.8121, loss: 1.8121 2023-12-25 14:25:35,532 - pyskl - INFO - Epoch [108][800/2353] lr: 4.666e-03, eta: 6:19:58, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9956, loss_cls: 1.7867, loss: 1.7867 2023-12-25 14:25:57,950 - pyskl - INFO - Epoch [108][900/2353] lr: 4.658e-03, eta: 6:19:35, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.7971, loss: 1.7971 2023-12-25 14:26:20,327 - pyskl - INFO - Epoch [108][1000/2353] lr: 4.649e-03, eta: 6:19:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 1.8202, loss: 1.8202 2023-12-25 14:26:42,609 - pyskl - INFO - Epoch [108][1100/2353] lr: 4.640e-03, eta: 6:18:49, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 1.8274, loss: 1.8274 2023-12-25 14:27:04,891 - pyskl - INFO - Epoch [108][1200/2353] lr: 4.632e-03, eta: 6:18:27, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 1.8065, loss: 1.8065 2023-12-25 14:27:27,114 - pyskl - INFO - Epoch [108][1300/2353] lr: 4.623e-03, eta: 6:18:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 1.8163, loss: 1.8163 2023-12-25 14:27:49,419 - pyskl - INFO - Epoch [108][1400/2353] lr: 4.614e-03, eta: 6:17:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.8215, loss: 1.8215 2023-12-25 14:28:11,725 - pyskl - INFO - Epoch [108][1500/2353] lr: 4.606e-03, eta: 6:17:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.8005, loss: 1.8005 2023-12-25 14:28:33,953 - pyskl - INFO - Epoch [108][1600/2353] lr: 4.597e-03, eta: 6:16:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 1.7932, loss: 1.7932 2023-12-25 14:28:56,228 - pyskl - INFO - Epoch [108][1700/2353] lr: 4.588e-03, eta: 6:16:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.8000, loss: 1.8000 2023-12-25 14:29:18,554 - pyskl - INFO - Epoch [108][1800/2353] lr: 4.580e-03, eta: 6:16:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.7951, loss: 1.7951 2023-12-25 14:29:40,862 - pyskl - INFO - Epoch [108][1900/2353] lr: 4.571e-03, eta: 6:15:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 1.8111, loss: 1.8111 2023-12-25 14:30:03,216 - pyskl - INFO - Epoch [108][2000/2353] lr: 4.563e-03, eta: 6:15:24, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 1.8274, loss: 1.8274 2023-12-25 14:30:25,528 - pyskl - INFO - Epoch [108][2100/2353] lr: 4.554e-03, eta: 6:15:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 1.8293, loss: 1.8293 2023-12-25 14:30:47,896 - pyskl - INFO - Epoch [108][2200/2353] lr: 4.545e-03, eta: 6:14:38, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.8029, loss: 1.8029 2023-12-25 14:31:10,165 - pyskl - INFO - Epoch [108][2300/2353] lr: 4.537e-03, eta: 6:14:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 1.8142, loss: 1.8142 2023-12-25 14:31:22,385 - pyskl - INFO - Saving checkpoint at 108 epochs 2023-12-25 14:32:49,093 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 14:32:49,174 - pyskl - INFO - top1_acc 0.9218 top5_acc 0.9926 2023-12-25 14:32:49,178 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_102.pth was removed 2023-12-25 14:32:49,324 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. 2023-12-25 14:32:49,324 - pyskl - INFO - Best top1_acc is 0.9218 at 108 epoch. 2023-12-25 14:32:49,329 - pyskl - INFO - Epoch(val) [108][1184] top1_acc: 0.9218, top5_acc: 0.9926 2023-12-25 14:33:28,949 - pyskl - INFO - Epoch [109][100/2353] lr: 4.524e-03, eta: 6:13:42, time: 0.396, data_time: 0.174, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.7858, loss: 1.7858 2023-12-25 14:33:51,201 - pyskl - INFO - Epoch [109][200/2353] lr: 4.515e-03, eta: 6:13:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 1.7884, loss: 1.7884 2023-12-25 14:34:13,451 - pyskl - INFO - Epoch [109][300/2353] lr: 4.507e-03, eta: 6:12:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.8215, loss: 1.8215 2023-12-25 14:34:35,738 - pyskl - INFO - Epoch [109][400/2353] lr: 4.498e-03, eta: 6:12:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.7829, loss: 1.7829 2023-12-25 14:34:57,969 - pyskl - INFO - Epoch [109][500/2353] lr: 4.490e-03, eta: 6:12:11, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.7909, loss: 1.7909 2023-12-25 14:35:20,183 - pyskl - INFO - Epoch [109][600/2353] lr: 4.481e-03, eta: 6:11:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.7844, loss: 1.7844 2023-12-25 14:35:42,461 - pyskl - INFO - Epoch [109][700/2353] lr: 4.472e-03, eta: 6:11:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 1.8053, loss: 1.8053 2023-12-25 14:36:04,773 - pyskl - INFO - Epoch [109][800/2353] lr: 4.464e-03, eta: 6:11:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.8061, loss: 1.8061 2023-12-25 14:36:27,116 - pyskl - INFO - Epoch [109][900/2353] lr: 4.455e-03, eta: 6:10:39, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.7812, loss: 1.7812 2023-12-25 14:36:49,558 - pyskl - INFO - Epoch [109][1000/2353] lr: 4.447e-03, eta: 6:10:16, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.8001, loss: 1.8001 2023-12-25 14:37:12,036 - pyskl - INFO - Epoch [109][1100/2353] lr: 4.438e-03, eta: 6:09:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.7956, loss: 1.7956 2023-12-25 14:37:34,634 - pyskl - INFO - Epoch [109][1200/2353] lr: 4.430e-03, eta: 6:09:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9994, loss_cls: 1.7967, loss: 1.7967 2023-12-25 14:37:57,323 - pyskl - INFO - Epoch [109][1300/2353] lr: 4.421e-03, eta: 6:09:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.8250, loss: 1.8250 2023-12-25 14:38:19,813 - pyskl - INFO - Epoch [109][1400/2353] lr: 4.413e-03, eta: 6:08:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.8010, loss: 1.8010 2023-12-25 14:38:42,198 - pyskl - INFO - Epoch [109][1500/2353] lr: 4.404e-03, eta: 6:08:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.7999, loss: 1.7999 2023-12-25 14:39:04,587 - pyskl - INFO - Epoch [109][1600/2353] lr: 4.396e-03, eta: 6:07:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.8174, loss: 1.8174 2023-12-25 14:39:26,957 - pyskl - INFO - Epoch [109][1700/2353] lr: 4.387e-03, eta: 6:07:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.7991, loss: 1.7991 2023-12-25 14:39:49,596 - pyskl - INFO - Epoch [109][1800/2353] lr: 4.379e-03, eta: 6:07:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 1.8238, loss: 1.8238 2023-12-25 14:40:11,939 - pyskl - INFO - Epoch [109][1900/2353] lr: 4.371e-03, eta: 6:06:51, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.8136, loss: 1.8136 2023-12-25 14:40:34,388 - pyskl - INFO - Epoch [109][2000/2353] lr: 4.362e-03, eta: 6:06:28, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 1.8064, loss: 1.8064 2023-12-25 14:40:56,747 - pyskl - INFO - Epoch [109][2100/2353] lr: 4.354e-03, eta: 6:06:05, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 1.8363, loss: 1.8363 2023-12-25 14:41:19,108 - pyskl - INFO - Epoch [109][2200/2353] lr: 4.345e-03, eta: 6:05:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 1.8317, loss: 1.8317 2023-12-25 14:41:41,435 - pyskl - INFO - Epoch [109][2300/2353] lr: 4.337e-03, eta: 6:05:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 1.8225, loss: 1.8225 2023-12-25 14:41:53,711 - pyskl - INFO - Saving checkpoint at 109 epochs 2023-12-25 14:43:20,737 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 14:43:20,815 - pyskl - INFO - top1_acc 0.9260 top5_acc 0.9922 2023-12-25 14:43:20,819 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_108.pth was removed 2023-12-25 14:43:20,956 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. 2023-12-25 14:43:20,957 - pyskl - INFO - Best top1_acc is 0.9260 at 109 epoch. 2023-12-25 14:43:20,961 - pyskl - INFO - Epoch(val) [109][1184] top1_acc: 0.9260, top5_acc: 0.9922 2023-12-25 14:44:00,823 - pyskl - INFO - Epoch [110][100/2353] lr: 4.324e-03, eta: 6:04:47, time: 0.399, data_time: 0.175, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.7903, loss: 1.7903 2023-12-25 14:44:23,149 - pyskl - INFO - Epoch [110][200/2353] lr: 4.315e-03, eta: 6:04:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.8015, loss: 1.8015 2023-12-25 14:44:45,456 - pyskl - INFO - Epoch [110][300/2353] lr: 4.307e-03, eta: 6:04:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.7809, loss: 1.7809 2023-12-25 14:45:07,728 - pyskl - INFO - Epoch [110][400/2353] lr: 4.299e-03, eta: 6:03:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.7547, loss: 1.7547 2023-12-25 14:45:29,989 - pyskl - INFO - Epoch [110][500/2353] lr: 4.290e-03, eta: 6:03:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.7748, loss: 1.7748 2023-12-25 14:45:52,314 - pyskl - INFO - Epoch [110][600/2353] lr: 4.282e-03, eta: 6:02:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.7916, loss: 1.7916 2023-12-25 14:46:14,616 - pyskl - INFO - Epoch [110][700/2353] lr: 4.274e-03, eta: 6:02:30, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.7827, loss: 1.7827 2023-12-25 14:46:36,835 - pyskl - INFO - Epoch [110][800/2353] lr: 4.265e-03, eta: 6:02:07, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.7777, loss: 1.7777 2023-12-25 14:46:59,120 - pyskl - INFO - Epoch [110][900/2353] lr: 4.257e-03, eta: 6:01:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.7619, loss: 1.7619 2023-12-25 14:47:21,379 - pyskl - INFO - Epoch [110][1000/2353] lr: 4.248e-03, eta: 6:01:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 1.0000, loss_cls: 1.7813, loss: 1.7813 2023-12-25 14:47:43,824 - pyskl - INFO - Epoch [110][1100/2353] lr: 4.240e-03, eta: 6:00:58, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 1.7964, loss: 1.7964 2023-12-25 14:48:06,078 - pyskl - INFO - Epoch [110][1200/2353] lr: 4.232e-03, eta: 6:00:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 1.8090, loss: 1.8090 2023-12-25 14:48:28,462 - pyskl - INFO - Epoch [110][1300/2353] lr: 4.223e-03, eta: 6:00:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 1.7868, loss: 1.7868 2023-12-25 14:48:50,753 - pyskl - INFO - Epoch [110][1400/2353] lr: 4.215e-03, eta: 5:59:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 1.7967, loss: 1.7967 2023-12-25 14:49:13,186 - pyskl - INFO - Epoch [110][1500/2353] lr: 4.207e-03, eta: 5:59:27, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.8176, loss: 1.8176 2023-12-25 14:49:35,530 - pyskl - INFO - Epoch [110][1600/2353] lr: 4.198e-03, eta: 5:59:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.7852, loss: 1.7852 2023-12-25 14:49:57,796 - pyskl - INFO - Epoch [110][1700/2353] lr: 4.190e-03, eta: 5:58:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.7811, loss: 1.7811 2023-12-25 14:50:20,115 - pyskl - INFO - Epoch [110][1800/2353] lr: 4.182e-03, eta: 5:58:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.8031, loss: 1.8031 2023-12-25 14:50:42,678 - pyskl - INFO - Epoch [110][1900/2353] lr: 4.173e-03, eta: 5:57:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 1.7967, loss: 1.7967 2023-12-25 14:51:05,202 - pyskl - INFO - Epoch [110][2000/2353] lr: 4.165e-03, eta: 5:57:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 1.7816, loss: 1.7816 2023-12-25 14:51:27,771 - pyskl - INFO - Epoch [110][2100/2353] lr: 4.157e-03, eta: 5:57:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 1.8050, loss: 1.8050 2023-12-25 14:51:50,219 - pyskl - INFO - Epoch [110][2200/2353] lr: 4.149e-03, eta: 5:56:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.7780, loss: 1.7780 2023-12-25 14:52:12,550 - pyskl - INFO - Epoch [110][2300/2353] lr: 4.140e-03, eta: 5:56:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.8117, loss: 1.8117 2023-12-25 14:52:24,893 - pyskl - INFO - Saving checkpoint at 110 epochs 2023-12-25 14:53:51,831 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 14:53:51,910 - pyskl - INFO - top1_acc 0.9173 top5_acc 0.9919 2023-12-25 14:53:51,914 - pyskl - INFO - Epoch(val) [110][1184] top1_acc: 0.9173, top5_acc: 0.9919 2023-12-25 14:54:32,554 - pyskl - INFO - Epoch [111][100/2353] lr: 4.128e-03, eta: 5:55:52, time: 0.406, data_time: 0.183, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.7654, loss: 1.7654 2023-12-25 14:54:54,816 - pyskl - INFO - Epoch [111][200/2353] lr: 4.119e-03, eta: 5:55:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.7592, loss: 1.7592 2023-12-25 14:55:17,104 - pyskl - INFO - Epoch [111][300/2353] lr: 4.111e-03, eta: 5:55:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.7553, loss: 1.7553 2023-12-25 14:55:39,450 - pyskl - INFO - Epoch [111][400/2353] lr: 4.103e-03, eta: 5:54:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.7690, loss: 1.7690 2023-12-25 14:56:01,826 - pyskl - INFO - Epoch [111][500/2353] lr: 4.095e-03, eta: 5:54:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.7622, loss: 1.7622 2023-12-25 14:56:24,223 - pyskl - INFO - Epoch [111][600/2353] lr: 4.086e-03, eta: 5:53:58, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.7747, loss: 1.7747 2023-12-25 14:56:46,552 - pyskl - INFO - Epoch [111][700/2353] lr: 4.078e-03, eta: 5:53:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.7598, loss: 1.7598 2023-12-25 14:57:08,858 - pyskl - INFO - Epoch [111][800/2353] lr: 4.070e-03, eta: 5:53:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.7811, loss: 1.7811 2023-12-25 14:57:31,156 - pyskl - INFO - Epoch [111][900/2353] lr: 4.062e-03, eta: 5:52:49, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.7753, loss: 1.7753 2023-12-25 14:57:53,455 - pyskl - INFO - Epoch [111][1000/2353] lr: 4.054e-03, eta: 5:52:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.7707, loss: 1.7707 2023-12-25 14:58:15,730 - pyskl - INFO - Epoch [111][1100/2353] lr: 4.045e-03, eta: 5:52:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.7785, loss: 1.7785 2023-12-25 14:58:38,142 - pyskl - INFO - Epoch [111][1200/2353] lr: 4.037e-03, eta: 5:51:40, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.8072, loss: 1.8072 2023-12-25 14:59:00,462 - pyskl - INFO - Epoch [111][1300/2353] lr: 4.029e-03, eta: 5:51:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.8124, loss: 1.8124 2023-12-25 14:59:22,734 - pyskl - INFO - Epoch [111][1400/2353] lr: 4.021e-03, eta: 5:50:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.7928, loss: 1.7928 2023-12-25 14:59:45,052 - pyskl - INFO - Epoch [111][1500/2353] lr: 4.013e-03, eta: 5:50:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.7961, loss: 1.7961 2023-12-25 15:00:07,348 - pyskl - INFO - Epoch [111][1600/2353] lr: 4.005e-03, eta: 5:50:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.7978, loss: 1.7978 2023-12-25 15:00:29,557 - pyskl - INFO - Epoch [111][1700/2353] lr: 3.996e-03, eta: 5:49:46, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.7987, loss: 1.7987 2023-12-25 15:00:51,828 - pyskl - INFO - Epoch [111][1800/2353] lr: 3.988e-03, eta: 5:49:23, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.7975, loss: 1.7975 2023-12-25 15:01:14,113 - pyskl - INFO - Epoch [111][1900/2353] lr: 3.980e-03, eta: 5:49:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.7883, loss: 1.7883 2023-12-25 15:01:36,485 - pyskl - INFO - Epoch [111][2000/2353] lr: 3.972e-03, eta: 5:48:38, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.7975, loss: 1.7975 2023-12-25 15:01:58,726 - pyskl - INFO - Epoch [111][2100/2353] lr: 3.964e-03, eta: 5:48:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 1.8243, loss: 1.8243 2023-12-25 15:02:21,003 - pyskl - INFO - Epoch [111][2200/2353] lr: 3.956e-03, eta: 5:47:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9938, loss_cls: 1.8204, loss: 1.8204 2023-12-25 15:02:43,325 - pyskl - INFO - Epoch [111][2300/2353] lr: 3.948e-03, eta: 5:47:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.8051, loss: 1.8051 2023-12-25 15:02:55,629 - pyskl - INFO - Saving checkpoint at 111 epochs 2023-12-25 15:04:22,433 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 15:04:22,513 - pyskl - INFO - top1_acc 0.9259 top5_acc 0.9931 2023-12-25 15:04:22,517 - pyskl - INFO - Epoch(val) [111][1184] top1_acc: 0.9259, top5_acc: 0.9931 2023-12-25 15:05:01,995 - pyskl - INFO - Epoch [112][100/2353] lr: 3.935e-03, eta: 5:46:56, time: 0.395, data_time: 0.172, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.7572, loss: 1.7572 2023-12-25 15:05:24,227 - pyskl - INFO - Epoch [112][200/2353] lr: 3.927e-03, eta: 5:46:33, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7663, loss: 1.7663 2023-12-25 15:05:46,492 - pyskl - INFO - Epoch [112][300/2353] lr: 3.919e-03, eta: 5:46:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.7607, loss: 1.7607 2023-12-25 15:06:08,753 - pyskl - INFO - Epoch [112][400/2353] lr: 3.911e-03, eta: 5:45:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.7744, loss: 1.7744 2023-12-25 15:06:31,040 - pyskl - INFO - Epoch [112][500/2353] lr: 3.903e-03, eta: 5:45:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.7501, loss: 1.7501 2023-12-25 15:06:53,297 - pyskl - INFO - Epoch [112][600/2353] lr: 3.895e-03, eta: 5:45:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.7661, loss: 1.7661 2023-12-25 15:07:15,487 - pyskl - INFO - Epoch [112][700/2353] lr: 3.887e-03, eta: 5:44:39, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.7650, loss: 1.7650 2023-12-25 15:07:37,717 - pyskl - INFO - Epoch [112][800/2353] lr: 3.879e-03, eta: 5:44:16, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.7774, loss: 1.7774 2023-12-25 15:07:59,957 - pyskl - INFO - Epoch [112][900/2353] lr: 3.871e-03, eta: 5:43:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 1.0000, loss_cls: 1.7966, loss: 1.7966 2023-12-25 15:08:22,173 - pyskl - INFO - Epoch [112][1000/2353] lr: 3.862e-03, eta: 5:43:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.7898, loss: 1.7898 2023-12-25 15:08:44,429 - pyskl - INFO - Epoch [112][1100/2353] lr: 3.854e-03, eta: 5:43:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.7540, loss: 1.7540 2023-12-25 15:09:06,663 - pyskl - INFO - Epoch [112][1200/2353] lr: 3.846e-03, eta: 5:42:44, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.7855, loss: 1.7855 2023-12-25 15:09:29,087 - pyskl - INFO - Epoch [112][1300/2353] lr: 3.838e-03, eta: 5:42:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.7637, loss: 1.7637 2023-12-25 15:09:51,444 - pyskl - INFO - Epoch [112][1400/2353] lr: 3.830e-03, eta: 5:41:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.7694, loss: 1.7694 2023-12-25 15:10:13,813 - pyskl - INFO - Epoch [112][1500/2353] lr: 3.822e-03, eta: 5:41:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.7827, loss: 1.7827 2023-12-25 15:10:36,064 - pyskl - INFO - Epoch [112][1600/2353] lr: 3.814e-03, eta: 5:41:13, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 1.7942, loss: 1.7942 2023-12-25 15:10:58,451 - pyskl - INFO - Epoch [112][1700/2353] lr: 3.806e-03, eta: 5:40:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.8100, loss: 1.8100 2023-12-25 15:11:20,795 - pyskl - INFO - Epoch [112][1800/2353] lr: 3.798e-03, eta: 5:40:27, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.8216, loss: 1.8216 2023-12-25 15:11:43,191 - pyskl - INFO - Epoch [112][1900/2353] lr: 3.790e-03, eta: 5:40:05, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.8050, loss: 1.8050 2023-12-25 15:12:05,581 - pyskl - INFO - Epoch [112][2000/2353] lr: 3.782e-03, eta: 5:39:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.7947, loss: 1.7947 2023-12-25 15:12:27,981 - pyskl - INFO - Epoch [112][2100/2353] lr: 3.774e-03, eta: 5:39:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.8026, loss: 1.8026 2023-12-25 15:12:50,218 - pyskl - INFO - Epoch [112][2200/2353] lr: 3.766e-03, eta: 5:38:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 1.7986, loss: 1.7986 2023-12-25 15:13:12,582 - pyskl - INFO - Epoch [112][2300/2353] lr: 3.759e-03, eta: 5:38:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.7782, loss: 1.7782 2023-12-25 15:13:24,853 - pyskl - INFO - Saving checkpoint at 112 epochs 2023-12-25 15:14:51,855 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 15:14:51,933 - pyskl - INFO - top1_acc 0.9277 top5_acc 0.9936 2023-12-25 15:14:51,937 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_109.pth was removed 2023-12-25 15:14:52,079 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. 2023-12-25 15:14:52,080 - pyskl - INFO - Best top1_acc is 0.9277 at 112 epoch. 2023-12-25 15:14:52,084 - pyskl - INFO - Epoch(val) [112][1184] top1_acc: 0.9277, top5_acc: 0.9936 2023-12-25 15:15:31,939 - pyskl - INFO - Epoch [113][100/2353] lr: 3.746e-03, eta: 5:38:00, time: 0.399, data_time: 0.174, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.7594, loss: 1.7594 2023-12-25 15:15:54,228 - pyskl - INFO - Epoch [113][200/2353] lr: 3.738e-03, eta: 5:37:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.7651, loss: 1.7651 2023-12-25 15:16:16,525 - pyskl - INFO - Epoch [113][300/2353] lr: 3.730e-03, eta: 5:37:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.7486, loss: 1.7486 2023-12-25 15:16:38,801 - pyskl - INFO - Epoch [113][400/2353] lr: 3.723e-03, eta: 5:36:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.7532, loss: 1.7532 2023-12-25 15:17:01,136 - pyskl - INFO - Epoch [113][500/2353] lr: 3.715e-03, eta: 5:36:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.7479, loss: 1.7479 2023-12-25 15:17:23,391 - pyskl - INFO - Epoch [113][600/2353] lr: 3.707e-03, eta: 5:36:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.7430, loss: 1.7430 2023-12-25 15:17:45,646 - pyskl - INFO - Epoch [113][700/2353] lr: 3.699e-03, eta: 5:35:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.7481, loss: 1.7481 2023-12-25 15:18:07,923 - pyskl - INFO - Epoch [113][800/2353] lr: 3.691e-03, eta: 5:35:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.7350, loss: 1.7350 2023-12-25 15:18:30,208 - pyskl - INFO - Epoch [113][900/2353] lr: 3.683e-03, eta: 5:34:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.7706, loss: 1.7706 2023-12-25 15:18:52,445 - pyskl - INFO - Epoch [113][1000/2353] lr: 3.675e-03, eta: 5:34:35, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.7604, loss: 1.7604 2023-12-25 15:19:14,812 - pyskl - INFO - Epoch [113][1100/2353] lr: 3.667e-03, eta: 5:34:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.7639, loss: 1.7639 2023-12-25 15:19:37,116 - pyskl - INFO - Epoch [113][1200/2353] lr: 3.659e-03, eta: 5:33:49, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 1.0000, loss_cls: 1.7862, loss: 1.7862 2023-12-25 15:19:59,454 - pyskl - INFO - Epoch [113][1300/2353] lr: 3.652e-03, eta: 5:33:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.7573, loss: 1.7573 2023-12-25 15:20:21,870 - pyskl - INFO - Epoch [113][1400/2353] lr: 3.644e-03, eta: 5:33:03, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.7637, loss: 1.7637 2023-12-25 15:20:44,360 - pyskl - INFO - Epoch [113][1500/2353] lr: 3.636e-03, eta: 5:32:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.7652, loss: 1.7652 2023-12-25 15:21:06,774 - pyskl - INFO - Epoch [113][1600/2353] lr: 3.628e-03, eta: 5:32:18, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.7580, loss: 1.7580 2023-12-25 15:21:29,015 - pyskl - INFO - Epoch [113][1700/2353] lr: 3.620e-03, eta: 5:31:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7675, loss: 1.7675 2023-12-25 15:21:51,331 - pyskl - INFO - Epoch [113][1800/2353] lr: 3.612e-03, eta: 5:31:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.7786, loss: 1.7786 2023-12-25 15:22:13,771 - pyskl - INFO - Epoch [113][1900/2353] lr: 3.605e-03, eta: 5:31:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.7815, loss: 1.7815 2023-12-25 15:22:36,096 - pyskl - INFO - Epoch [113][2000/2353] lr: 3.597e-03, eta: 5:30:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.7475, loss: 1.7475 2023-12-25 15:22:58,414 - pyskl - INFO - Epoch [113][2100/2353] lr: 3.589e-03, eta: 5:30:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.7511, loss: 1.7511 2023-12-25 15:23:20,869 - pyskl - INFO - Epoch [113][2200/2353] lr: 3.581e-03, eta: 5:30:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.7733, loss: 1.7733 2023-12-25 15:23:43,354 - pyskl - INFO - Epoch [113][2300/2353] lr: 3.573e-03, eta: 5:29:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.7770, loss: 1.7770 2023-12-25 15:23:55,613 - pyskl - INFO - Saving checkpoint at 113 epochs 2023-12-25 15:25:22,558 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 15:25:22,636 - pyskl - INFO - top1_acc 0.9131 top5_acc 0.9919 2023-12-25 15:25:22,640 - pyskl - INFO - Epoch(val) [113][1184] top1_acc: 0.9131, top5_acc: 0.9919 2023-12-25 15:26:02,842 - pyskl - INFO - Epoch [114][100/2353] lr: 3.561e-03, eta: 5:29:05, time: 0.402, data_time: 0.179, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.7469, loss: 1.7469 2023-12-25 15:26:25,031 - pyskl - INFO - Epoch [114][200/2353] lr: 3.554e-03, eta: 5:28:42, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.7638, loss: 1.7638 2023-12-25 15:26:47,218 - pyskl - INFO - Epoch [114][300/2353] lr: 3.546e-03, eta: 5:28:19, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.7515, loss: 1.7515 2023-12-25 15:27:09,441 - pyskl - INFO - Epoch [114][400/2353] lr: 3.538e-03, eta: 5:27:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.7433, loss: 1.7433 2023-12-25 15:27:31,675 - pyskl - INFO - Epoch [114][500/2353] lr: 3.530e-03, eta: 5:27:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.7581, loss: 1.7581 2023-12-25 15:27:53,981 - pyskl - INFO - Epoch [114][600/2353] lr: 3.523e-03, eta: 5:27:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.7581, loss: 1.7581 2023-12-25 15:28:16,210 - pyskl - INFO - Epoch [114][700/2353] lr: 3.515e-03, eta: 5:26:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.7391, loss: 1.7391 2023-12-25 15:28:38,466 - pyskl - INFO - Epoch [114][800/2353] lr: 3.507e-03, eta: 5:26:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.7393, loss: 1.7393 2023-12-25 15:29:00,746 - pyskl - INFO - Epoch [114][900/2353] lr: 3.499e-03, eta: 5:26:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.7659, loss: 1.7659 2023-12-25 15:29:23,052 - pyskl - INFO - Epoch [114][1000/2353] lr: 3.492e-03, eta: 5:25:39, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.7571, loss: 1.7571 2023-12-25 15:29:45,364 - pyskl - INFO - Epoch [114][1100/2353] lr: 3.484e-03, eta: 5:25:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.7532, loss: 1.7532 2023-12-25 15:30:07,652 - pyskl - INFO - Epoch [114][1200/2353] lr: 3.476e-03, eta: 5:24:54, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.7484, loss: 1.7484 2023-12-25 15:30:29,862 - pyskl - INFO - Epoch [114][1300/2353] lr: 3.469e-03, eta: 5:24:31, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.7367, loss: 1.7367 2023-12-25 15:30:52,146 - pyskl - INFO - Epoch [114][1400/2353] lr: 3.461e-03, eta: 5:24:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.7739, loss: 1.7739 2023-12-25 15:31:14,531 - pyskl - INFO - Epoch [114][1500/2353] lr: 3.453e-03, eta: 5:23:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.7303, loss: 1.7303 2023-12-25 15:31:36,927 - pyskl - INFO - Epoch [114][1600/2353] lr: 3.446e-03, eta: 5:23:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.7676, loss: 1.7676 2023-12-25 15:31:59,239 - pyskl - INFO - Epoch [114][1700/2353] lr: 3.438e-03, eta: 5:23:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7593, loss: 1.7593 2023-12-25 15:32:21,470 - pyskl - INFO - Epoch [114][1800/2353] lr: 3.430e-03, eta: 5:22:37, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 1.7628, loss: 1.7628 2023-12-25 15:32:43,730 - pyskl - INFO - Epoch [114][1900/2353] lr: 3.423e-03, eta: 5:22:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.7402, loss: 1.7402 2023-12-25 15:33:05,999 - pyskl - INFO - Epoch [114][2000/2353] lr: 3.415e-03, eta: 5:21:51, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.7598, loss: 1.7598 2023-12-25 15:33:28,281 - pyskl - INFO - Epoch [114][2100/2353] lr: 3.407e-03, eta: 5:21:28, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.7479, loss: 1.7479 2023-12-25 15:33:50,654 - pyskl - INFO - Epoch [114][2200/2353] lr: 3.400e-03, eta: 5:21:05, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.7662, loss: 1.7662 2023-12-25 15:34:12,976 - pyskl - INFO - Epoch [114][2300/2353] lr: 3.392e-03, eta: 5:20:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.7608, loss: 1.7608 2023-12-25 15:34:25,211 - pyskl - INFO - Saving checkpoint at 114 epochs 2023-12-25 15:35:52,612 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 15:35:52,691 - pyskl - INFO - top1_acc 0.9243 top5_acc 0.9937 2023-12-25 15:35:52,696 - pyskl - INFO - Epoch(val) [114][1184] top1_acc: 0.9243, top5_acc: 0.9937 2023-12-25 15:36:32,735 - pyskl - INFO - Epoch [115][100/2353] lr: 3.380e-03, eta: 5:20:10, time: 0.400, data_time: 0.177, memory: 6525, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.7245, loss: 1.7245 2023-12-25 15:36:54,948 - pyskl - INFO - Epoch [115][200/2353] lr: 3.373e-03, eta: 5:19:47, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.7242, loss: 1.7242 2023-12-25 15:37:17,177 - pyskl - INFO - Epoch [115][300/2353] lr: 3.365e-03, eta: 5:19:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.7462, loss: 1.7462 2023-12-25 15:37:39,452 - pyskl - INFO - Epoch [115][400/2353] lr: 3.358e-03, eta: 5:19:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.7236, loss: 1.7236 2023-12-25 15:38:01,777 - pyskl - INFO - Epoch [115][500/2353] lr: 3.350e-03, eta: 5:18:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.7424, loss: 1.7424 2023-12-25 15:38:24,113 - pyskl - INFO - Epoch [115][600/2353] lr: 3.342e-03, eta: 5:18:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7338, loss: 1.7338 2023-12-25 15:38:46,388 - pyskl - INFO - Epoch [115][700/2353] lr: 3.335e-03, eta: 5:17:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.7383, loss: 1.7383 2023-12-25 15:39:08,717 - pyskl - INFO - Epoch [115][800/2353] lr: 3.327e-03, eta: 5:17:30, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.7456, loss: 1.7456 2023-12-25 15:39:31,024 - pyskl - INFO - Epoch [115][900/2353] lr: 3.320e-03, eta: 5:17:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.7485, loss: 1.7485 2023-12-25 15:39:53,351 - pyskl - INFO - Epoch [115][1000/2353] lr: 3.312e-03, eta: 5:16:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.7477, loss: 1.7477 2023-12-25 15:40:15,683 - pyskl - INFO - Epoch [115][1100/2353] lr: 3.305e-03, eta: 5:16:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.7467, loss: 1.7467 2023-12-25 15:40:37,956 - pyskl - INFO - Epoch [115][1200/2353] lr: 3.297e-03, eta: 5:15:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.7668, loss: 1.7668 2023-12-25 15:41:00,221 - pyskl - INFO - Epoch [115][1300/2353] lr: 3.290e-03, eta: 5:15:36, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.7445, loss: 1.7445 2023-12-25 15:41:22,581 - pyskl - INFO - Epoch [115][1400/2353] lr: 3.282e-03, eta: 5:15:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.7496, loss: 1.7496 2023-12-25 15:41:44,957 - pyskl - INFO - Epoch [115][1500/2353] lr: 3.275e-03, eta: 5:14:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.7506, loss: 1.7506 2023-12-25 15:42:07,271 - pyskl - INFO - Epoch [115][1600/2353] lr: 3.267e-03, eta: 5:14:27, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.7663, loss: 1.7663 2023-12-25 15:42:29,628 - pyskl - INFO - Epoch [115][1700/2353] lr: 3.260e-03, eta: 5:14:04, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.7487, loss: 1.7487 2023-12-25 15:42:51,919 - pyskl - INFO - Epoch [115][1800/2353] lr: 3.252e-03, eta: 5:13:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.7710, loss: 1.7710 2023-12-25 15:43:14,163 - pyskl - INFO - Epoch [115][1900/2353] lr: 3.245e-03, eta: 5:13:19, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.7508, loss: 1.7508 2023-12-25 15:43:36,421 - pyskl - INFO - Epoch [115][2000/2353] lr: 3.237e-03, eta: 5:12:56, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.7480, loss: 1.7480 2023-12-25 15:43:58,865 - pyskl - INFO - Epoch [115][2100/2353] lr: 3.230e-03, eta: 5:12:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.7479, loss: 1.7479 2023-12-25 15:44:21,178 - pyskl - INFO - Epoch [115][2200/2353] lr: 3.222e-03, eta: 5:12:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 0.9969, loss_cls: 1.7537, loss: 1.7537 2023-12-25 15:44:43,552 - pyskl - INFO - Epoch [115][2300/2353] lr: 3.215e-03, eta: 5:11:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.7571, loss: 1.7571 2023-12-25 15:44:55,902 - pyskl - INFO - Saving checkpoint at 115 epochs 2023-12-25 15:46:22,641 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 15:46:22,720 - pyskl - INFO - top1_acc 0.9274 top5_acc 0.9931 2023-12-25 15:46:22,725 - pyskl - INFO - Epoch(val) [115][1184] top1_acc: 0.9274, top5_acc: 0.9931 2023-12-25 15:47:02,835 - pyskl - INFO - Epoch [116][100/2353] lr: 3.203e-03, eta: 5:11:14, time: 0.401, data_time: 0.178, memory: 6525, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7116, loss: 1.7116 2023-12-25 15:47:25,103 - pyskl - INFO - Epoch [116][200/2353] lr: 3.196e-03, eta: 5:10:51, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.7269, loss: 1.7269 2023-12-25 15:47:47,396 - pyskl - INFO - Epoch [116][300/2353] lr: 3.188e-03, eta: 5:10:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7269, loss: 1.7269 2023-12-25 15:48:09,720 - pyskl - INFO - Epoch [116][400/2353] lr: 3.181e-03, eta: 5:10:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.7286, loss: 1.7286 2023-12-25 15:48:32,044 - pyskl - INFO - Epoch [116][500/2353] lr: 3.174e-03, eta: 5:09:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.7128, loss: 1.7128 2023-12-25 15:48:54,354 - pyskl - INFO - Epoch [116][600/2353] lr: 3.166e-03, eta: 5:09:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.7375, loss: 1.7375 2023-12-25 15:49:16,675 - pyskl - INFO - Epoch [116][700/2353] lr: 3.159e-03, eta: 5:08:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7263, loss: 1.7263 2023-12-25 15:49:38,931 - pyskl - INFO - Epoch [116][800/2353] lr: 3.151e-03, eta: 5:08:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.7332, loss: 1.7332 2023-12-25 15:50:01,214 - pyskl - INFO - Epoch [116][900/2353] lr: 3.144e-03, eta: 5:08:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.7391, loss: 1.7391 2023-12-25 15:50:23,498 - pyskl - INFO - Epoch [116][1000/2353] lr: 3.137e-03, eta: 5:07:49, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.7279, loss: 1.7279 2023-12-25 15:50:45,778 - pyskl - INFO - Epoch [116][1100/2353] lr: 3.129e-03, eta: 5:07:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.7303, loss: 1.7303 2023-12-25 15:51:08,038 - pyskl - INFO - Epoch [116][1200/2353] lr: 3.122e-03, eta: 5:07:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.7491, loss: 1.7491 2023-12-25 15:51:30,301 - pyskl - INFO - Epoch [116][1300/2353] lr: 3.115e-03, eta: 5:06:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.7448, loss: 1.7448 2023-12-25 15:51:52,549 - pyskl - INFO - Epoch [116][1400/2353] lr: 3.107e-03, eta: 5:06:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.7330, loss: 1.7330 2023-12-25 15:52:14,825 - pyskl - INFO - Epoch [116][1500/2353] lr: 3.100e-03, eta: 5:05:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.7462, loss: 1.7462 2023-12-25 15:52:37,077 - pyskl - INFO - Epoch [116][1600/2353] lr: 3.093e-03, eta: 5:05:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.7438, loss: 1.7438 2023-12-25 15:52:59,358 - pyskl - INFO - Epoch [116][1700/2353] lr: 3.085e-03, eta: 5:05:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.7363, loss: 1.7363 2023-12-25 15:53:21,815 - pyskl - INFO - Epoch [116][1800/2353] lr: 3.078e-03, eta: 5:04:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.7386, loss: 1.7386 2023-12-25 15:53:44,187 - pyskl - INFO - Epoch [116][1900/2353] lr: 3.071e-03, eta: 5:04:23, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.7695, loss: 1.7695 2023-12-25 15:54:06,511 - pyskl - INFO - Epoch [116][2000/2353] lr: 3.063e-03, eta: 5:04:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.7588, loss: 1.7588 2023-12-25 15:54:28,828 - pyskl - INFO - Epoch [116][2100/2353] lr: 3.056e-03, eta: 5:03:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 1.0000, loss_cls: 1.7866, loss: 1.7866 2023-12-25 15:54:51,242 - pyskl - INFO - Epoch [116][2200/2353] lr: 3.049e-03, eta: 5:03:15, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.7456, loss: 1.7456 2023-12-25 15:55:13,545 - pyskl - INFO - Epoch [116][2300/2353] lr: 3.041e-03, eta: 5:02:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.7899, loss: 1.7899 2023-12-25 15:55:25,970 - pyskl - INFO - Saving checkpoint at 116 epochs 2023-12-25 15:56:52,855 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 15:56:52,937 - pyskl - INFO - top1_acc 0.9256 top5_acc 0.9929 2023-12-25 15:56:52,942 - pyskl - INFO - Epoch(val) [116][1184] top1_acc: 0.9256, top5_acc: 0.9929 2023-12-25 15:57:32,902 - pyskl - INFO - Epoch [117][100/2353] lr: 3.030e-03, eta: 5:02:19, time: 0.400, data_time: 0.175, memory: 6525, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.7247, loss: 1.7247 2023-12-25 15:57:55,201 - pyskl - INFO - Epoch [117][200/2353] lr: 3.023e-03, eta: 5:01:56, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.7258, loss: 1.7258 2023-12-25 15:58:17,459 - pyskl - INFO - Epoch [117][300/2353] lr: 3.016e-03, eta: 5:01:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.7246, loss: 1.7246 2023-12-25 15:58:39,738 - pyskl - INFO - Epoch [117][400/2353] lr: 3.009e-03, eta: 5:01:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7087, loss: 1.7087 2023-12-25 15:59:02,034 - pyskl - INFO - Epoch [117][500/2353] lr: 3.001e-03, eta: 5:00:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7092, loss: 1.7092 2023-12-25 15:59:24,299 - pyskl - INFO - Epoch [117][600/2353] lr: 2.994e-03, eta: 5:00:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.7235, loss: 1.7235 2023-12-25 15:59:46,555 - pyskl - INFO - Epoch [117][700/2353] lr: 2.987e-03, eta: 5:00:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.7322, loss: 1.7322 2023-12-25 16:00:08,798 - pyskl - INFO - Epoch [117][800/2353] lr: 2.980e-03, eta: 4:59:39, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.7183, loss: 1.7183 2023-12-25 16:00:31,064 - pyskl - INFO - Epoch [117][900/2353] lr: 2.973e-03, eta: 4:59:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.7437, loss: 1.7437 2023-12-25 16:00:53,328 - pyskl - INFO - Epoch [117][1000/2353] lr: 2.965e-03, eta: 4:58:54, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.7355, loss: 1.7355 2023-12-25 16:01:15,554 - pyskl - INFO - Epoch [117][1100/2353] lr: 2.958e-03, eta: 4:58:31, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.7480, loss: 1.7480 2023-12-25 16:01:37,787 - pyskl - INFO - Epoch [117][1200/2353] lr: 2.951e-03, eta: 4:58:08, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.7362, loss: 1.7362 2023-12-25 16:02:00,079 - pyskl - INFO - Epoch [117][1300/2353] lr: 2.944e-03, eta: 4:57:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.7342, loss: 1.7342 2023-12-25 16:02:22,386 - pyskl - INFO - Epoch [117][1400/2353] lr: 2.937e-03, eta: 4:57:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.7338, loss: 1.7338 2023-12-25 16:02:44,709 - pyskl - INFO - Epoch [117][1500/2353] lr: 2.929e-03, eta: 4:56:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.7549, loss: 1.7549 2023-12-25 16:03:07,020 - pyskl - INFO - Epoch [117][1600/2353] lr: 2.922e-03, eta: 4:56:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.7584, loss: 1.7584 2023-12-25 16:03:29,269 - pyskl - INFO - Epoch [117][1700/2353] lr: 2.915e-03, eta: 4:56:14, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.7557, loss: 1.7557 2023-12-25 16:03:51,528 - pyskl - INFO - Epoch [117][1800/2353] lr: 2.908e-03, eta: 4:55:51, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.7319, loss: 1.7319 2023-12-25 16:04:13,823 - pyskl - INFO - Epoch [117][1900/2353] lr: 2.901e-03, eta: 4:55:28, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.7523, loss: 1.7523 2023-12-25 16:04:36,181 - pyskl - INFO - Epoch [117][2000/2353] lr: 2.894e-03, eta: 4:55:05, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.7290, loss: 1.7290 2023-12-25 16:04:58,613 - pyskl - INFO - Epoch [117][2100/2353] lr: 2.887e-03, eta: 4:54:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.7436, loss: 1.7436 2023-12-25 16:05:20,994 - pyskl - INFO - Epoch [117][2200/2353] lr: 2.880e-03, eta: 4:54:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.7370, loss: 1.7370 2023-12-25 16:05:43,411 - pyskl - INFO - Epoch [117][2300/2353] lr: 2.872e-03, eta: 4:53:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.7388, loss: 1.7388 2023-12-25 16:05:55,734 - pyskl - INFO - Saving checkpoint at 117 epochs 2023-12-25 16:07:23,258 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 16:07:23,338 - pyskl - INFO - top1_acc 0.9290 top5_acc 0.9935 2023-12-25 16:07:23,342 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_112.pth was removed 2023-12-25 16:07:23,478 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. 2023-12-25 16:07:23,479 - pyskl - INFO - Best top1_acc is 0.9290 at 117 epoch. 2023-12-25 16:07:23,483 - pyskl - INFO - Epoch(val) [117][1184] top1_acc: 0.9290, top5_acc: 0.9935 2023-12-25 16:08:03,229 - pyskl - INFO - Epoch [118][100/2353] lr: 2.862e-03, eta: 4:53:24, time: 0.397, data_time: 0.174, memory: 6525, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.7172, loss: 1.7172 2023-12-25 16:08:25,369 - pyskl - INFO - Epoch [118][200/2353] lr: 2.854e-03, eta: 4:53:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6935, loss: 1.6935 2023-12-25 16:08:47,545 - pyskl - INFO - Epoch [118][300/2353] lr: 2.847e-03, eta: 4:52:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.7078, loss: 1.7078 2023-12-25 16:09:09,775 - pyskl - INFO - Epoch [118][400/2353] lr: 2.840e-03, eta: 4:52:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.7287, loss: 1.7287 2023-12-25 16:09:32,023 - pyskl - INFO - Epoch [118][500/2353] lr: 2.833e-03, eta: 4:51:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7218, loss: 1.7218 2023-12-25 16:09:54,269 - pyskl - INFO - Epoch [118][600/2353] lr: 2.826e-03, eta: 4:51:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.7123, loss: 1.7123 2023-12-25 16:10:16,538 - pyskl - INFO - Epoch [118][700/2353] lr: 2.819e-03, eta: 4:51:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.7236, loss: 1.7236 2023-12-25 16:10:38,860 - pyskl - INFO - Epoch [118][800/2353] lr: 2.812e-03, eta: 4:50:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7142, loss: 1.7142 2023-12-25 16:11:01,177 - pyskl - INFO - Epoch [118][900/2353] lr: 2.805e-03, eta: 4:50:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.7370, loss: 1.7370 2023-12-25 16:11:23,480 - pyskl - INFO - Epoch [118][1000/2353] lr: 2.798e-03, eta: 4:49:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.7180, loss: 1.7180 2023-12-25 16:11:45,768 - pyskl - INFO - Epoch [118][1100/2353] lr: 2.791e-03, eta: 4:49:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.7192, loss: 1.7192 2023-12-25 16:12:08,021 - pyskl - INFO - Epoch [118][1200/2353] lr: 2.784e-03, eta: 4:49:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.7195, loss: 1.7195 2023-12-25 16:12:30,319 - pyskl - INFO - Epoch [118][1300/2353] lr: 2.777e-03, eta: 4:48:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.7081, loss: 1.7081 2023-12-25 16:12:52,598 - pyskl - INFO - Epoch [118][1400/2353] lr: 2.770e-03, eta: 4:48:27, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.7507, loss: 1.7507 2023-12-25 16:13:14,855 - pyskl - INFO - Epoch [118][1500/2353] lr: 2.763e-03, eta: 4:48:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.7327, loss: 1.7327 2023-12-25 16:13:37,119 - pyskl - INFO - Epoch [118][1600/2353] lr: 2.756e-03, eta: 4:47:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.7412, loss: 1.7412 2023-12-25 16:13:59,413 - pyskl - INFO - Epoch [118][1700/2353] lr: 2.749e-03, eta: 4:47:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7299, loss: 1.7299 2023-12-25 16:14:21,699 - pyskl - INFO - Epoch [118][1800/2353] lr: 2.742e-03, eta: 4:46:56, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7337, loss: 1.7337 2023-12-25 16:14:43,916 - pyskl - INFO - Epoch [118][1900/2353] lr: 2.735e-03, eta: 4:46:33, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.7261, loss: 1.7261 2023-12-25 16:15:06,165 - pyskl - INFO - Epoch [118][2000/2353] lr: 2.728e-03, eta: 4:46:10, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.7336, loss: 1.7336 2023-12-25 16:15:28,547 - pyskl - INFO - Epoch [118][2100/2353] lr: 2.721e-03, eta: 4:45:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.7232, loss: 1.7232 2023-12-25 16:15:50,853 - pyskl - INFO - Epoch [118][2200/2353] lr: 2.714e-03, eta: 4:45:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 1.7531, loss: 1.7531 2023-12-25 16:16:13,152 - pyskl - INFO - Epoch [118][2300/2353] lr: 2.708e-03, eta: 4:45:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.7433, loss: 1.7433 2023-12-25 16:16:25,375 - pyskl - INFO - Saving checkpoint at 118 epochs 2023-12-25 16:17:52,506 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 16:17:52,587 - pyskl - INFO - top1_acc 0.9351 top5_acc 0.9943 2023-12-25 16:17:52,592 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_117.pth was removed 2023-12-25 16:17:52,739 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. 2023-12-25 16:17:52,740 - pyskl - INFO - Best top1_acc is 0.9351 at 118 epoch. 2023-12-25 16:17:52,744 - pyskl - INFO - Epoch(val) [118][1184] top1_acc: 0.9351, top5_acc: 0.9943 2023-12-25 16:18:32,960 - pyskl - INFO - Epoch [119][100/2353] lr: 2.697e-03, eta: 4:44:28, time: 0.402, data_time: 0.177, memory: 6525, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.7042, loss: 1.7042 2023-12-25 16:18:55,205 - pyskl - INFO - Epoch [119][200/2353] lr: 2.690e-03, eta: 4:44:06, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.7282, loss: 1.7282 2023-12-25 16:19:17,410 - pyskl - INFO - Epoch [119][300/2353] lr: 2.683e-03, eta: 4:43:43, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.7198, loss: 1.7198 2023-12-25 16:19:39,667 - pyskl - INFO - Epoch [119][400/2353] lr: 2.676e-03, eta: 4:43:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6992, loss: 1.6992 2023-12-25 16:20:02,017 - pyskl - INFO - Epoch [119][500/2353] lr: 2.669e-03, eta: 4:42:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.7171, loss: 1.7171 2023-12-25 16:20:24,276 - pyskl - INFO - Epoch [119][600/2353] lr: 2.663e-03, eta: 4:42:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.7103, loss: 1.7103 2023-12-25 16:20:46,563 - pyskl - INFO - Epoch [119][700/2353] lr: 2.656e-03, eta: 4:42:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7198, loss: 1.7198 2023-12-25 16:21:08,926 - pyskl - INFO - Epoch [119][800/2353] lr: 2.649e-03, eta: 4:41:49, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7269, loss: 1.7269 2023-12-25 16:21:31,266 - pyskl - INFO - Epoch [119][900/2353] lr: 2.642e-03, eta: 4:41:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.7403, loss: 1.7403 2023-12-25 16:21:53,604 - pyskl - INFO - Epoch [119][1000/2353] lr: 2.635e-03, eta: 4:41:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.7165, loss: 1.7165 2023-12-25 16:22:15,902 - pyskl - INFO - Epoch [119][1100/2353] lr: 2.628e-03, eta: 4:40:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.7322, loss: 1.7322 2023-12-25 16:22:38,150 - pyskl - INFO - Epoch [119][1200/2353] lr: 2.622e-03, eta: 4:40:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.7323, loss: 1.7323 2023-12-25 16:23:00,422 - pyskl - INFO - Epoch [119][1300/2353] lr: 2.615e-03, eta: 4:39:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.7145, loss: 1.7145 2023-12-25 16:23:22,677 - pyskl - INFO - Epoch [119][1400/2353] lr: 2.608e-03, eta: 4:39:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.7531, loss: 1.7531 2023-12-25 16:23:44,931 - pyskl - INFO - Epoch [119][1500/2353] lr: 2.601e-03, eta: 4:39:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.7231, loss: 1.7231 2023-12-25 16:24:07,192 - pyskl - INFO - Epoch [119][1600/2353] lr: 2.594e-03, eta: 4:38:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7160, loss: 1.7160 2023-12-25 16:24:29,544 - pyskl - INFO - Epoch [119][1700/2353] lr: 2.588e-03, eta: 4:38:24, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.7277, loss: 1.7277 2023-12-25 16:24:51,893 - pyskl - INFO - Epoch [119][1800/2353] lr: 2.581e-03, eta: 4:38:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7290, loss: 1.7290 2023-12-25 16:25:14,272 - pyskl - INFO - Epoch [119][1900/2353] lr: 2.574e-03, eta: 4:37:38, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.7367, loss: 1.7367 2023-12-25 16:25:36,561 - pyskl - INFO - Epoch [119][2000/2353] lr: 2.567e-03, eta: 4:37:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.7493, loss: 1.7493 2023-12-25 16:25:58,784 - pyskl - INFO - Epoch [119][2100/2353] lr: 2.560e-03, eta: 4:36:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.7321, loss: 1.7321 2023-12-25 16:26:21,105 - pyskl - INFO - Epoch [119][2200/2353] lr: 2.554e-03, eta: 4:36:30, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.7266, loss: 1.7266 2023-12-25 16:26:43,423 - pyskl - INFO - Epoch [119][2300/2353] lr: 2.547e-03, eta: 4:36:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.7351, loss: 1.7351 2023-12-25 16:26:55,737 - pyskl - INFO - Saving checkpoint at 119 epochs 2023-12-25 16:28:22,918 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 16:28:22,997 - pyskl - INFO - top1_acc 0.9313 top5_acc 0.9932 2023-12-25 16:28:23,002 - pyskl - INFO - Epoch(val) [119][1184] top1_acc: 0.9313, top5_acc: 0.9932 2023-12-25 16:29:03,093 - pyskl - INFO - Epoch [120][100/2353] lr: 2.537e-03, eta: 4:35:33, time: 0.401, data_time: 0.176, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6958, loss: 1.6958 2023-12-25 16:29:25,505 - pyskl - INFO - Epoch [120][200/2353] lr: 2.530e-03, eta: 4:35:11, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6959, loss: 1.6959 2023-12-25 16:29:47,908 - pyskl - INFO - Epoch [120][300/2353] lr: 2.523e-03, eta: 4:34:48, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.7064, loss: 1.7064 2023-12-25 16:30:10,200 - pyskl - INFO - Epoch [120][400/2353] lr: 2.517e-03, eta: 4:34:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6996, loss: 1.6996 2023-12-25 16:30:32,489 - pyskl - INFO - Epoch [120][500/2353] lr: 2.510e-03, eta: 4:34:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7053, loss: 1.7053 2023-12-25 16:30:54,815 - pyskl - INFO - Epoch [120][600/2353] lr: 2.503e-03, eta: 4:33:39, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7203, loss: 1.7203 2023-12-25 16:31:17,147 - pyskl - INFO - Epoch [120][700/2353] lr: 2.497e-03, eta: 4:33:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7170, loss: 1.7170 2023-12-25 16:31:39,467 - pyskl - INFO - Epoch [120][800/2353] lr: 2.490e-03, eta: 4:32:54, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.7067, loss: 1.7067 2023-12-25 16:32:01,693 - pyskl - INFO - Epoch [120][900/2353] lr: 2.483e-03, eta: 4:32:31, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7053, loss: 1.7053 2023-12-25 16:32:23,920 - pyskl - INFO - Epoch [120][1000/2353] lr: 2.477e-03, eta: 4:32:08, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6999, loss: 1.6999 2023-12-25 16:32:46,092 - pyskl - INFO - Epoch [120][1100/2353] lr: 2.470e-03, eta: 4:31:45, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7040, loss: 1.7040 2023-12-25 16:33:08,286 - pyskl - INFO - Epoch [120][1200/2353] lr: 2.463e-03, eta: 4:31:23, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7193, loss: 1.7193 2023-12-25 16:33:30,561 - pyskl - INFO - Epoch [120][1300/2353] lr: 2.457e-03, eta: 4:31:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7033, loss: 1.7033 2023-12-25 16:33:52,895 - pyskl - INFO - Epoch [120][1400/2353] lr: 2.450e-03, eta: 4:30:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.7225, loss: 1.7225 2023-12-25 16:34:15,239 - pyskl - INFO - Epoch [120][1500/2353] lr: 2.443e-03, eta: 4:30:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.7064, loss: 1.7064 2023-12-25 16:34:37,540 - pyskl - INFO - Epoch [120][1600/2353] lr: 2.437e-03, eta: 4:29:51, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.7144, loss: 1.7144 2023-12-25 16:34:59,852 - pyskl - INFO - Epoch [120][1700/2353] lr: 2.430e-03, eta: 4:29:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.7204, loss: 1.7204 2023-12-25 16:35:22,090 - pyskl - INFO - Epoch [120][1800/2353] lr: 2.424e-03, eta: 4:29:06, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.7216, loss: 1.7216 2023-12-25 16:35:44,335 - pyskl - INFO - Epoch [120][1900/2353] lr: 2.417e-03, eta: 4:28:43, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7129, loss: 1.7129 2023-12-25 16:36:06,523 - pyskl - INFO - Epoch [120][2000/2353] lr: 2.410e-03, eta: 4:28:20, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.7142, loss: 1.7142 2023-12-25 16:36:28,736 - pyskl - INFO - Epoch [120][2100/2353] lr: 2.404e-03, eta: 4:27:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.7150, loss: 1.7150 2023-12-25 16:36:50,951 - pyskl - INFO - Epoch [120][2200/2353] lr: 2.397e-03, eta: 4:27:35, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.7181, loss: 1.7181 2023-12-25 16:37:13,205 - pyskl - INFO - Epoch [120][2300/2353] lr: 2.391e-03, eta: 4:27:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7123, loss: 1.7123 2023-12-25 16:37:25,408 - pyskl - INFO - Saving checkpoint at 120 epochs 2023-12-25 16:38:52,472 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 16:38:52,557 - pyskl - INFO - top1_acc 0.9278 top5_acc 0.9932 2023-12-25 16:38:52,561 - pyskl - INFO - Epoch(val) [120][1184] top1_acc: 0.9278, top5_acc: 0.9932 2023-12-25 16:39:32,244 - pyskl - INFO - Epoch [121][100/2353] lr: 2.381e-03, eta: 4:26:38, time: 0.397, data_time: 0.173, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6889, loss: 1.6889 2023-12-25 16:39:54,580 - pyskl - INFO - Epoch [121][200/2353] lr: 2.374e-03, eta: 4:26:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6913, loss: 1.6913 2023-12-25 16:40:16,900 - pyskl - INFO - Epoch [121][300/2353] lr: 2.368e-03, eta: 4:25:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.7031, loss: 1.7031 2023-12-25 16:40:39,190 - pyskl - INFO - Epoch [121][400/2353] lr: 2.361e-03, eta: 4:25:30, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7012, loss: 1.7012 2023-12-25 16:41:01,470 - pyskl - INFO - Epoch [121][500/2353] lr: 2.355e-03, eta: 4:25:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.7081, loss: 1.7081 2023-12-25 16:41:23,834 - pyskl - INFO - Epoch [121][600/2353] lr: 2.348e-03, eta: 4:24:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7020, loss: 1.7020 2023-12-25 16:41:46,217 - pyskl - INFO - Epoch [121][700/2353] lr: 2.342e-03, eta: 4:24:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7084, loss: 1.7084 2023-12-25 16:42:08,560 - pyskl - INFO - Epoch [121][800/2353] lr: 2.335e-03, eta: 4:23:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.7216, loss: 1.7216 2023-12-25 16:42:30,865 - pyskl - INFO - Epoch [121][900/2353] lr: 2.329e-03, eta: 4:23:36, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.7004, loss: 1.7004 2023-12-25 16:42:53,214 - pyskl - INFO - Epoch [121][1000/2353] lr: 2.322e-03, eta: 4:23:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7183, loss: 1.7183 2023-12-25 16:43:15,522 - pyskl - INFO - Epoch [121][1100/2353] lr: 2.316e-03, eta: 4:22:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7102, loss: 1.7102 2023-12-25 16:43:37,795 - pyskl - INFO - Epoch [121][1200/2353] lr: 2.309e-03, eta: 4:22:28, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7109, loss: 1.7109 2023-12-25 16:44:00,014 - pyskl - INFO - Epoch [121][1300/2353] lr: 2.303e-03, eta: 4:22:05, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6973, loss: 1.6973 2023-12-25 16:44:22,308 - pyskl - INFO - Epoch [121][1400/2353] lr: 2.297e-03, eta: 4:21:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.7031, loss: 1.7031 2023-12-25 16:44:44,582 - pyskl - INFO - Epoch [121][1500/2353] lr: 2.290e-03, eta: 4:21:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6967, loss: 1.6967 2023-12-25 16:45:06,891 - pyskl - INFO - Epoch [121][1600/2353] lr: 2.284e-03, eta: 4:20:56, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6973, loss: 1.6973 2023-12-25 16:45:29,120 - pyskl - INFO - Epoch [121][1700/2353] lr: 2.277e-03, eta: 4:20:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.7066, loss: 1.7066 2023-12-25 16:45:51,413 - pyskl - INFO - Epoch [121][1800/2353] lr: 2.271e-03, eta: 4:20:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.6972, loss: 1.6972 2023-12-25 16:46:13,735 - pyskl - INFO - Epoch [121][1900/2353] lr: 2.265e-03, eta: 4:19:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7087, loss: 1.7087 2023-12-25 16:46:36,070 - pyskl - INFO - Epoch [121][2000/2353] lr: 2.258e-03, eta: 4:19:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.7097, loss: 1.7097 2023-12-25 16:46:58,315 - pyskl - INFO - Epoch [121][2100/2353] lr: 2.252e-03, eta: 4:19:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.7132, loss: 1.7132 2023-12-25 16:47:20,561 - pyskl - INFO - Epoch [121][2200/2353] lr: 2.245e-03, eta: 4:18:40, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7095, loss: 1.7095 2023-12-25 16:47:42,843 - pyskl - INFO - Epoch [121][2300/2353] lr: 2.239e-03, eta: 4:18:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.6950, loss: 1.6950 2023-12-25 16:47:55,145 - pyskl - INFO - Saving checkpoint at 121 epochs 2023-12-25 16:49:22,004 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 16:49:22,083 - pyskl - INFO - top1_acc 0.9332 top5_acc 0.9934 2023-12-25 16:49:22,087 - pyskl - INFO - Epoch(val) [121][1184] top1_acc: 0.9332, top5_acc: 0.9934 2023-12-25 16:50:02,428 - pyskl - INFO - Epoch [122][100/2353] lr: 2.229e-03, eta: 4:17:43, time: 0.403, data_time: 0.178, memory: 6525, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6934, loss: 1.6934 2023-12-25 16:50:24,771 - pyskl - INFO - Epoch [122][200/2353] lr: 2.223e-03, eta: 4:17:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.6915, loss: 1.6915 2023-12-25 16:50:47,107 - pyskl - INFO - Epoch [122][300/2353] lr: 2.217e-03, eta: 4:16:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6960, loss: 1.6960 2023-12-25 16:51:09,460 - pyskl - INFO - Epoch [122][400/2353] lr: 2.210e-03, eta: 4:16:35, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6883, loss: 1.6883 2023-12-25 16:51:31,754 - pyskl - INFO - Epoch [122][500/2353] lr: 2.204e-03, eta: 4:16:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7021, loss: 1.7021 2023-12-25 16:51:54,003 - pyskl - INFO - Epoch [122][600/2353] lr: 2.198e-03, eta: 4:15:50, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6994, loss: 1.6994 2023-12-25 16:52:16,234 - pyskl - INFO - Epoch [122][700/2353] lr: 2.191e-03, eta: 4:15:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6951, loss: 1.6951 2023-12-25 16:52:38,421 - pyskl - INFO - Epoch [122][800/2353] lr: 2.185e-03, eta: 4:15:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6982, loss: 1.6982 2023-12-25 16:53:00,688 - pyskl - INFO - Epoch [122][900/2353] lr: 2.179e-03, eta: 4:14:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6898, loss: 1.6898 2023-12-25 16:53:22,907 - pyskl - INFO - Epoch [122][1000/2353] lr: 2.173e-03, eta: 4:14:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6973, loss: 1.6973 2023-12-25 16:53:45,128 - pyskl - INFO - Epoch [122][1100/2353] lr: 2.166e-03, eta: 4:13:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.6956, loss: 1.6956 2023-12-25 16:54:07,298 - pyskl - INFO - Epoch [122][1200/2353] lr: 2.160e-03, eta: 4:13:33, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.6998, loss: 1.6998 2023-12-25 16:54:29,509 - pyskl - INFO - Epoch [122][1300/2353] lr: 2.154e-03, eta: 4:13:10, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6919, loss: 1.6919 2023-12-25 16:54:51,711 - pyskl - INFO - Epoch [122][1400/2353] lr: 2.148e-03, eta: 4:12:47, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6992, loss: 1.6992 2023-12-25 16:55:13,987 - pyskl - INFO - Epoch [122][1500/2353] lr: 2.141e-03, eta: 4:12:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.6958, loss: 1.6958 2023-12-25 16:55:36,317 - pyskl - INFO - Epoch [122][1600/2353] lr: 2.135e-03, eta: 4:12:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.6956, loss: 1.6956 2023-12-25 16:55:58,585 - pyskl - INFO - Epoch [122][1700/2353] lr: 2.129e-03, eta: 4:11:39, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6997, loss: 1.6997 2023-12-25 16:56:20,805 - pyskl - INFO - Epoch [122][1800/2353] lr: 2.123e-03, eta: 4:11:16, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6950, loss: 1.6950 2023-12-25 16:56:43,019 - pyskl - INFO - Epoch [122][1900/2353] lr: 2.117e-03, eta: 4:10:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.7104, loss: 1.7104 2023-12-25 16:57:05,255 - pyskl - INFO - Epoch [122][2000/2353] lr: 2.110e-03, eta: 4:10:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7096, loss: 1.7096 2023-12-25 16:57:27,475 - pyskl - INFO - Epoch [122][2100/2353] lr: 2.104e-03, eta: 4:10:08, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6953, loss: 1.6953 2023-12-25 16:57:49,684 - pyskl - INFO - Epoch [122][2200/2353] lr: 2.098e-03, eta: 4:09:45, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6986, loss: 1.6986 2023-12-25 16:58:11,913 - pyskl - INFO - Epoch [122][2300/2353] lr: 2.092e-03, eta: 4:09:22, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.7101, loss: 1.7101 2023-12-25 16:58:24,202 - pyskl - INFO - Saving checkpoint at 122 epochs 2023-12-25 16:59:51,047 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 16:59:51,127 - pyskl - INFO - top1_acc 0.9310 top5_acc 0.9940 2023-12-25 16:59:51,131 - pyskl - INFO - Epoch(val) [122][1184] top1_acc: 0.9310, top5_acc: 0.9940 2023-12-25 17:00:30,968 - pyskl - INFO - Epoch [123][100/2353] lr: 2.082e-03, eta: 4:08:48, time: 0.398, data_time: 0.174, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6821, loss: 1.6821 2023-12-25 17:00:53,232 - pyskl - INFO - Epoch [123][200/2353] lr: 2.076e-03, eta: 4:08:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6903, loss: 1.6903 2023-12-25 17:01:15,457 - pyskl - INFO - Epoch [123][300/2353] lr: 2.070e-03, eta: 4:08:03, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6999, loss: 1.6999 2023-12-25 17:01:37,673 - pyskl - INFO - Epoch [123][400/2353] lr: 2.064e-03, eta: 4:07:40, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6898, loss: 1.6898 2023-12-25 17:01:59,934 - pyskl - INFO - Epoch [123][500/2353] lr: 2.058e-03, eta: 4:07:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6869, loss: 1.6869 2023-12-25 17:02:22,240 - pyskl - INFO - Epoch [123][600/2353] lr: 2.052e-03, eta: 4:06:54, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6865, loss: 1.6865 2023-12-25 17:02:44,505 - pyskl - INFO - Epoch [123][700/2353] lr: 2.046e-03, eta: 4:06:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6890, loss: 1.6890 2023-12-25 17:03:06,729 - pyskl - INFO - Epoch [123][800/2353] lr: 2.040e-03, eta: 4:06:09, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6885, loss: 1.6885 2023-12-25 17:03:28,980 - pyskl - INFO - Epoch [123][900/2353] lr: 2.033e-03, eta: 4:05:46, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6934, loss: 1.6934 2023-12-25 17:03:51,256 - pyskl - INFO - Epoch [123][1000/2353] lr: 2.027e-03, eta: 4:05:23, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6774, loss: 1.6774 2023-12-25 17:04:13,529 - pyskl - INFO - Epoch [123][1100/2353] lr: 2.021e-03, eta: 4:05:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6860, loss: 1.6860 2023-12-25 17:04:35,735 - pyskl - INFO - Epoch [123][1200/2353] lr: 2.015e-03, eta: 4:04:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6959, loss: 1.6959 2023-12-25 17:04:58,035 - pyskl - INFO - Epoch [123][1300/2353] lr: 2.009e-03, eta: 4:04:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6872, loss: 1.6872 2023-12-25 17:05:20,294 - pyskl - INFO - Epoch [123][1400/2353] lr: 2.003e-03, eta: 4:03:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.6821, loss: 1.6821 2023-12-25 17:05:42,545 - pyskl - INFO - Epoch [123][1500/2353] lr: 1.997e-03, eta: 4:03:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6936, loss: 1.6936 2023-12-25 17:06:04,796 - pyskl - INFO - Epoch [123][1600/2353] lr: 1.991e-03, eta: 4:03:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6875, loss: 1.6875 2023-12-25 17:06:26,997 - pyskl - INFO - Epoch [123][1700/2353] lr: 1.985e-03, eta: 4:02:44, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6871, loss: 1.6871 2023-12-25 17:06:49,189 - pyskl - INFO - Epoch [123][1800/2353] lr: 1.979e-03, eta: 4:02:21, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.6873, loss: 1.6873 2023-12-25 17:07:11,462 - pyskl - INFO - Epoch [123][1900/2353] lr: 1.973e-03, eta: 4:01:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6879, loss: 1.6879 2023-12-25 17:07:33,768 - pyskl - INFO - Epoch [123][2000/2353] lr: 1.967e-03, eta: 4:01:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6955, loss: 1.6955 2023-12-25 17:07:56,004 - pyskl - INFO - Epoch [123][2100/2353] lr: 1.961e-03, eta: 4:01:13, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6940, loss: 1.6940 2023-12-25 17:08:18,187 - pyskl - INFO - Epoch [123][2200/2353] lr: 1.955e-03, eta: 4:00:50, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6940, loss: 1.6940 2023-12-25 17:08:40,393 - pyskl - INFO - Epoch [123][2300/2353] lr: 1.949e-03, eta: 4:00:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6938, loss: 1.6938 2023-12-25 17:08:52,640 - pyskl - INFO - Saving checkpoint at 123 epochs 2023-12-25 17:10:19,645 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 17:10:19,726 - pyskl - INFO - top1_acc 0.9334 top5_acc 0.9938 2023-12-25 17:10:19,730 - pyskl - INFO - Epoch(val) [123][1184] top1_acc: 0.9334, top5_acc: 0.9938 2023-12-25 17:10:59,480 - pyskl - INFO - Epoch [124][100/2353] lr: 1.940e-03, eta: 3:59:53, time: 0.397, data_time: 0.174, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6897, loss: 1.6897 2023-12-25 17:11:21,898 - pyskl - INFO - Epoch [124][200/2353] lr: 1.934e-03, eta: 3:59:31, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6822, loss: 1.6822 2023-12-25 17:11:44,276 - pyskl - INFO - Epoch [124][300/2353] lr: 1.928e-03, eta: 3:59:08, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6808, loss: 1.6808 2023-12-25 17:12:06,583 - pyskl - INFO - Epoch [124][400/2353] lr: 1.922e-03, eta: 3:58:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6856, loss: 1.6856 2023-12-25 17:12:28,861 - pyskl - INFO - Epoch [124][500/2353] lr: 1.916e-03, eta: 3:58:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6830, loss: 1.6830 2023-12-25 17:12:51,195 - pyskl - INFO - Epoch [124][600/2353] lr: 1.910e-03, eta: 3:57:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6874, loss: 1.6874 2023-12-25 17:13:13,525 - pyskl - INFO - Epoch [124][700/2353] lr: 1.904e-03, eta: 3:57:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6890, loss: 1.6890 2023-12-25 17:13:35,766 - pyskl - INFO - Epoch [124][800/2353] lr: 1.899e-03, eta: 3:57:14, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6903, loss: 1.6903 2023-12-25 17:13:58,009 - pyskl - INFO - Epoch [124][900/2353] lr: 1.893e-03, eta: 3:56:51, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6875, loss: 1.6875 2023-12-25 17:14:20,284 - pyskl - INFO - Epoch [124][1000/2353] lr: 1.887e-03, eta: 3:56:28, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6895, loss: 1.6895 2023-12-25 17:14:42,492 - pyskl - INFO - Epoch [124][1100/2353] lr: 1.881e-03, eta: 3:56:06, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6845, loss: 1.6845 2023-12-25 17:15:04,721 - pyskl - INFO - Epoch [124][1200/2353] lr: 1.875e-03, eta: 3:55:43, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6843, loss: 1.6843 2023-12-25 17:15:27,006 - pyskl - INFO - Epoch [124][1300/2353] lr: 1.869e-03, eta: 3:55:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6820, loss: 1.6820 2023-12-25 17:15:49,281 - pyskl - INFO - Epoch [124][1400/2353] lr: 1.863e-03, eta: 3:54:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6903, loss: 1.6903 2023-12-25 17:16:11,596 - pyskl - INFO - Epoch [124][1500/2353] lr: 1.857e-03, eta: 3:54:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6774, loss: 1.6774 2023-12-25 17:16:33,919 - pyskl - INFO - Epoch [124][1600/2353] lr: 1.852e-03, eta: 3:54:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6879, loss: 1.6879 2023-12-25 17:16:56,239 - pyskl - INFO - Epoch [124][1700/2353] lr: 1.846e-03, eta: 3:53:49, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6897, loss: 1.6897 2023-12-25 17:17:18,546 - pyskl - INFO - Epoch [124][1800/2353] lr: 1.840e-03, eta: 3:53:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6786, loss: 1.6786 2023-12-25 17:17:40,843 - pyskl - INFO - Epoch [124][1900/2353] lr: 1.834e-03, eta: 3:53:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.6822, loss: 1.6822 2023-12-25 17:18:03,131 - pyskl - INFO - Epoch [124][2000/2353] lr: 1.828e-03, eta: 3:52:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.6850, loss: 1.6850 2023-12-25 17:18:25,418 - pyskl - INFO - Epoch [124][2100/2353] lr: 1.823e-03, eta: 3:52:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6931, loss: 1.6931 2023-12-25 17:18:47,691 - pyskl - INFO - Epoch [124][2200/2353] lr: 1.817e-03, eta: 3:51:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6880, loss: 1.6880 2023-12-25 17:19:09,986 - pyskl - INFO - Epoch [124][2300/2353] lr: 1.811e-03, eta: 3:51:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6843, loss: 1.6843 2023-12-25 17:19:22,347 - pyskl - INFO - Saving checkpoint at 124 epochs 2023-12-25 17:20:49,033 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 17:20:49,112 - pyskl - INFO - top1_acc 0.9421 top5_acc 0.9942 2023-12-25 17:20:49,116 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_118.pth was removed 2023-12-25 17:20:49,343 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. 2023-12-25 17:20:49,343 - pyskl - INFO - Best top1_acc is 0.9421 at 124 epoch. 2023-12-25 17:20:49,347 - pyskl - INFO - Epoch(val) [124][1184] top1_acc: 0.9421, top5_acc: 0.9942 2023-12-25 17:21:29,230 - pyskl - INFO - Epoch [125][100/2353] lr: 1.802e-03, eta: 3:50:59, time: 0.399, data_time: 0.177, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6697, loss: 1.6697 2023-12-25 17:21:51,563 - pyskl - INFO - Epoch [125][200/2353] lr: 1.796e-03, eta: 3:50:36, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6745, loss: 1.6745 2023-12-25 17:22:13,934 - pyskl - INFO - Epoch [125][300/2353] lr: 1.791e-03, eta: 3:50:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6803, loss: 1.6803 2023-12-25 17:22:36,274 - pyskl - INFO - Epoch [125][400/2353] lr: 1.785e-03, eta: 3:49:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6873, loss: 1.6873 2023-12-25 17:22:58,497 - pyskl - INFO - Epoch [125][500/2353] lr: 1.779e-03, eta: 3:49:28, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6726, loss: 1.6726 2023-12-25 17:23:20,755 - pyskl - INFO - Epoch [125][600/2353] lr: 1.774e-03, eta: 3:49:05, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.6898, loss: 1.6898 2023-12-25 17:23:43,052 - pyskl - INFO - Epoch [125][700/2353] lr: 1.768e-03, eta: 3:48:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6858, loss: 1.6858 2023-12-25 17:24:05,407 - pyskl - INFO - Epoch [125][800/2353] lr: 1.762e-03, eta: 3:48:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6878, loss: 1.6878 2023-12-25 17:24:27,665 - pyskl - INFO - Epoch [125][900/2353] lr: 1.756e-03, eta: 3:47:56, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6799, loss: 1.6799 2023-12-25 17:24:49,951 - pyskl - INFO - Epoch [125][1000/2353] lr: 1.751e-03, eta: 3:47:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6783, loss: 1.6783 2023-12-25 17:25:12,221 - pyskl - INFO - Epoch [125][1100/2353] lr: 1.745e-03, eta: 3:47:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6811, loss: 1.6811 2023-12-25 17:25:34,507 - pyskl - INFO - Epoch [125][1200/2353] lr: 1.739e-03, eta: 3:46:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.6949, loss: 1.6949 2023-12-25 17:25:56,770 - pyskl - INFO - Epoch [125][1300/2353] lr: 1.734e-03, eta: 3:46:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6814, loss: 1.6814 2023-12-25 17:26:19,008 - pyskl - INFO - Epoch [125][1400/2353] lr: 1.728e-03, eta: 3:46:03, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6748, loss: 1.6748 2023-12-25 17:26:41,238 - pyskl - INFO - Epoch [125][1500/2353] lr: 1.723e-03, eta: 3:45:40, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6755, loss: 1.6755 2023-12-25 17:27:03,538 - pyskl - INFO - Epoch [125][1600/2353] lr: 1.717e-03, eta: 3:45:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6788, loss: 1.6788 2023-12-25 17:27:25,791 - pyskl - INFO - Epoch [125][1700/2353] lr: 1.711e-03, eta: 3:44:54, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6794, loss: 1.6794 2023-12-25 17:27:47,992 - pyskl - INFO - Epoch [125][1800/2353] lr: 1.706e-03, eta: 3:44:31, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6772, loss: 1.6772 2023-12-25 17:28:10,210 - pyskl - INFO - Epoch [125][1900/2353] lr: 1.700e-03, eta: 3:44:09, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6754, loss: 1.6754 2023-12-25 17:28:32,476 - pyskl - INFO - Epoch [125][2000/2353] lr: 1.694e-03, eta: 3:43:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6723, loss: 1.6723 2023-12-25 17:28:54,645 - pyskl - INFO - Epoch [125][2100/2353] lr: 1.689e-03, eta: 3:43:23, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6870, loss: 1.6870 2023-12-25 17:29:16,837 - pyskl - INFO - Epoch [125][2200/2353] lr: 1.683e-03, eta: 3:43:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6914, loss: 1.6914 2023-12-25 17:29:39,044 - pyskl - INFO - Epoch [125][2300/2353] lr: 1.678e-03, eta: 3:42:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6883, loss: 1.6883 2023-12-25 17:29:51,272 - pyskl - INFO - Saving checkpoint at 125 epochs 2023-12-25 17:31:18,238 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 17:31:18,317 - pyskl - INFO - top1_acc 0.9407 top5_acc 0.9947 2023-12-25 17:31:18,321 - pyskl - INFO - Epoch(val) [125][1184] top1_acc: 0.9407, top5_acc: 0.9947 2023-12-25 17:31:57,821 - pyskl - INFO - Epoch [126][100/2353] lr: 1.669e-03, eta: 3:42:04, time: 0.395, data_time: 0.171, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6759, loss: 1.6759 2023-12-25 17:32:20,190 - pyskl - INFO - Epoch [126][200/2353] lr: 1.664e-03, eta: 3:41:41, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6671, loss: 1.6671 2023-12-25 17:32:42,508 - pyskl - INFO - Epoch [126][300/2353] lr: 1.658e-03, eta: 3:41:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6730, loss: 1.6730 2023-12-25 17:33:04,925 - pyskl - INFO - Epoch [126][400/2353] lr: 1.653e-03, eta: 3:40:56, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6808, loss: 1.6808 2023-12-25 17:33:27,388 - pyskl - INFO - Epoch [126][500/2353] lr: 1.647e-03, eta: 3:40:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6760, loss: 1.6760 2023-12-25 17:33:49,698 - pyskl - INFO - Epoch [126][600/2353] lr: 1.642e-03, eta: 3:40:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.6779, loss: 1.6779 2023-12-25 17:34:11,973 - pyskl - INFO - Epoch [126][700/2353] lr: 1.636e-03, eta: 3:39:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6751, loss: 1.6751 2023-12-25 17:34:34,326 - pyskl - INFO - Epoch [126][800/2353] lr: 1.631e-03, eta: 3:39:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6816, loss: 1.6816 2023-12-25 17:34:56,641 - pyskl - INFO - Epoch [126][900/2353] lr: 1.625e-03, eta: 3:39:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6770, loss: 1.6770 2023-12-25 17:35:18,869 - pyskl - INFO - Epoch [126][1000/2353] lr: 1.620e-03, eta: 3:38:39, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6731, loss: 1.6731 2023-12-25 17:35:41,153 - pyskl - INFO - Epoch [126][1100/2353] lr: 1.614e-03, eta: 3:38:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6721, loss: 1.6721 2023-12-25 17:36:03,385 - pyskl - INFO - Epoch [126][1200/2353] lr: 1.609e-03, eta: 3:37:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.6798, loss: 1.6798 2023-12-25 17:36:25,654 - pyskl - INFO - Epoch [126][1300/2353] lr: 1.603e-03, eta: 3:37:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6784, loss: 1.6784 2023-12-25 17:36:47,940 - pyskl - INFO - Epoch [126][1400/2353] lr: 1.598e-03, eta: 3:37:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.6801, loss: 1.6801 2023-12-25 17:37:10,203 - pyskl - INFO - Epoch [126][1500/2353] lr: 1.592e-03, eta: 3:36:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6710, loss: 1.6710 2023-12-25 17:37:32,415 - pyskl - INFO - Epoch [126][1600/2353] lr: 1.587e-03, eta: 3:36:22, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6824, loss: 1.6824 2023-12-25 17:37:54,580 - pyskl - INFO - Epoch [126][1700/2353] lr: 1.581e-03, eta: 3:36:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6775, loss: 1.6775 2023-12-25 17:38:16,750 - pyskl - INFO - Epoch [126][1800/2353] lr: 1.576e-03, eta: 3:35:37, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.6815, loss: 1.6815 2023-12-25 17:38:38,924 - pyskl - INFO - Epoch [126][1900/2353] lr: 1.571e-03, eta: 3:35:14, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6686, loss: 1.6686 2023-12-25 17:39:01,154 - pyskl - INFO - Epoch [126][2000/2353] lr: 1.565e-03, eta: 3:34:51, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6783, loss: 1.6783 2023-12-25 17:39:23,381 - pyskl - INFO - Epoch [126][2100/2353] lr: 1.560e-03, eta: 3:34:28, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6734, loss: 1.6734 2023-12-25 17:39:45,575 - pyskl - INFO - Epoch [126][2200/2353] lr: 1.554e-03, eta: 3:34:06, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6813, loss: 1.6813 2023-12-25 17:40:07,792 - pyskl - INFO - Epoch [126][2300/2353] lr: 1.549e-03, eta: 3:33:43, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6824, loss: 1.6824 2023-12-25 17:40:20,048 - pyskl - INFO - Saving checkpoint at 126 epochs 2023-12-25 17:41:47,193 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 17:41:47,272 - pyskl - INFO - top1_acc 0.9412 top5_acc 0.9942 2023-12-25 17:41:47,277 - pyskl - INFO - Epoch(val) [126][1184] top1_acc: 0.9412, top5_acc: 0.9942 2023-12-25 17:42:26,742 - pyskl - INFO - Epoch [127][100/2353] lr: 1.541e-03, eta: 3:33:09, time: 0.395, data_time: 0.171, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6765, loss: 1.6765 2023-12-25 17:42:49,053 - pyskl - INFO - Epoch [127][200/2353] lr: 1.536e-03, eta: 3:32:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6670, loss: 1.6670 2023-12-25 17:43:11,344 - pyskl - INFO - Epoch [127][300/2353] lr: 1.530e-03, eta: 3:32:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6685, loss: 1.6685 2023-12-25 17:43:33,608 - pyskl - INFO - Epoch [127][400/2353] lr: 1.525e-03, eta: 3:32:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6626, loss: 1.6626 2023-12-25 17:43:55,896 - pyskl - INFO - Epoch [127][500/2353] lr: 1.520e-03, eta: 3:31:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6686, loss: 1.6686 2023-12-25 17:44:18,182 - pyskl - INFO - Epoch [127][600/2353] lr: 1.514e-03, eta: 3:31:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6616, loss: 1.6616 2023-12-25 17:44:40,630 - pyskl - INFO - Epoch [127][700/2353] lr: 1.509e-03, eta: 3:30:53, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6657, loss: 1.6657 2023-12-25 17:45:03,056 - pyskl - INFO - Epoch [127][800/2353] lr: 1.504e-03, eta: 3:30:30, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6689, loss: 1.6689 2023-12-25 17:45:25,351 - pyskl - INFO - Epoch [127][900/2353] lr: 1.498e-03, eta: 3:30:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6689, loss: 1.6689 2023-12-25 17:45:47,621 - pyskl - INFO - Epoch [127][1000/2353] lr: 1.493e-03, eta: 3:29:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6754, loss: 1.6754 2023-12-25 17:46:09,905 - pyskl - INFO - Epoch [127][1100/2353] lr: 1.488e-03, eta: 3:29:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6687, loss: 1.6687 2023-12-25 17:46:32,181 - pyskl - INFO - Epoch [127][1200/2353] lr: 1.483e-03, eta: 3:28:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6696, loss: 1.6696 2023-12-25 17:46:54,406 - pyskl - INFO - Epoch [127][1300/2353] lr: 1.477e-03, eta: 3:28:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6795, loss: 1.6795 2023-12-25 17:47:16,664 - pyskl - INFO - Epoch [127][1400/2353] lr: 1.472e-03, eta: 3:28:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6714, loss: 1.6714 2023-12-25 17:47:38,925 - pyskl - INFO - Epoch [127][1500/2353] lr: 1.467e-03, eta: 3:27:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6726, loss: 1.6726 2023-12-25 17:48:01,197 - pyskl - INFO - Epoch [127][1600/2353] lr: 1.462e-03, eta: 3:27:28, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6769, loss: 1.6769 2023-12-25 17:48:23,469 - pyskl - INFO - Epoch [127][1700/2353] lr: 1.456e-03, eta: 3:27:05, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6775, loss: 1.6775 2023-12-25 17:48:45,741 - pyskl - INFO - Epoch [127][1800/2353] lr: 1.451e-03, eta: 3:26:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6705, loss: 1.6705 2023-12-25 17:49:08,012 - pyskl - INFO - Epoch [127][1900/2353] lr: 1.446e-03, eta: 3:26:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6832, loss: 1.6832 2023-12-25 17:49:30,266 - pyskl - INFO - Epoch [127][2000/2353] lr: 1.441e-03, eta: 3:25:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6782, loss: 1.6782 2023-12-25 17:49:52,616 - pyskl - INFO - Epoch [127][2100/2353] lr: 1.436e-03, eta: 3:25:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6685, loss: 1.6685 2023-12-25 17:50:14,907 - pyskl - INFO - Epoch [127][2200/2353] lr: 1.430e-03, eta: 3:25:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6685, loss: 1.6685 2023-12-25 17:50:37,212 - pyskl - INFO - Epoch [127][2300/2353] lr: 1.425e-03, eta: 3:24:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6691, loss: 1.6691 2023-12-25 17:50:49,517 - pyskl - INFO - Saving checkpoint at 127 epochs 2023-12-25 17:52:16,057 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 17:52:16,138 - pyskl - INFO - top1_acc 0.9425 top5_acc 0.9943 2023-12-25 17:52:16,142 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_124.pth was removed 2023-12-25 17:52:16,287 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. 2023-12-25 17:52:16,287 - pyskl - INFO - Best top1_acc is 0.9425 at 127 epoch. 2023-12-25 17:52:16,291 - pyskl - INFO - Epoch(val) [127][1184] top1_acc: 0.9425, top5_acc: 0.9943 2023-12-25 17:52:56,300 - pyskl - INFO - Epoch [128][100/2353] lr: 1.417e-03, eta: 3:24:15, time: 0.400, data_time: 0.177, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6646, loss: 1.6646 2023-12-25 17:53:18,561 - pyskl - INFO - Epoch [128][200/2353] lr: 1.412e-03, eta: 3:23:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6711, loss: 1.6711 2023-12-25 17:53:40,826 - pyskl - INFO - Epoch [128][300/2353] lr: 1.407e-03, eta: 3:23:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6747, loss: 1.6747 2023-12-25 17:54:03,144 - pyskl - INFO - Epoch [128][400/2353] lr: 1.402e-03, eta: 3:23:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6635, loss: 1.6635 2023-12-25 17:54:25,631 - pyskl - INFO - Epoch [128][500/2353] lr: 1.397e-03, eta: 3:22:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6713, loss: 1.6713 2023-12-25 17:54:48,052 - pyskl - INFO - Epoch [128][600/2353] lr: 1.392e-03, eta: 3:22:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6734, loss: 1.6734 2023-12-25 17:55:10,376 - pyskl - INFO - Epoch [128][700/2353] lr: 1.387e-03, eta: 3:21:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6680, loss: 1.6680 2023-12-25 17:55:32,692 - pyskl - INFO - Epoch [128][800/2353] lr: 1.382e-03, eta: 3:21:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6720, loss: 1.6720 2023-12-25 17:55:54,968 - pyskl - INFO - Epoch [128][900/2353] lr: 1.376e-03, eta: 3:21:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6638, loss: 1.6638 2023-12-25 17:56:17,207 - pyskl - INFO - Epoch [128][1000/2353] lr: 1.371e-03, eta: 3:20:50, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6721, loss: 1.6721 2023-12-25 17:56:39,465 - pyskl - INFO - Epoch [128][1100/2353] lr: 1.366e-03, eta: 3:20:27, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6645, loss: 1.6645 2023-12-25 17:57:01,761 - pyskl - INFO - Epoch [128][1200/2353] lr: 1.361e-03, eta: 3:20:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6643, loss: 1.6643 2023-12-25 17:57:24,039 - pyskl - INFO - Epoch [128][1300/2353] lr: 1.356e-03, eta: 3:19:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6695, loss: 1.6695 2023-12-25 17:57:46,321 - pyskl - INFO - Epoch [128][1400/2353] lr: 1.351e-03, eta: 3:19:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6637, loss: 1.6637 2023-12-25 17:58:08,662 - pyskl - INFO - Epoch [128][1500/2353] lr: 1.346e-03, eta: 3:18:56, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6695, loss: 1.6695 2023-12-25 17:58:30,910 - pyskl - INFO - Epoch [128][1600/2353] lr: 1.341e-03, eta: 3:18:33, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6715, loss: 1.6715 2023-12-25 17:58:53,156 - pyskl - INFO - Epoch [128][1700/2353] lr: 1.336e-03, eta: 3:18:11, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6606, loss: 1.6606 2023-12-25 17:59:15,419 - pyskl - INFO - Epoch [128][1800/2353] lr: 1.331e-03, eta: 3:17:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6719, loss: 1.6719 2023-12-25 17:59:37,614 - pyskl - INFO - Epoch [128][1900/2353] lr: 1.326e-03, eta: 3:17:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6694, loss: 1.6694 2023-12-25 17:59:59,826 - pyskl - INFO - Epoch [128][2000/2353] lr: 1.321e-03, eta: 3:17:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.6729, loss: 1.6729 2023-12-25 18:00:22,082 - pyskl - INFO - Epoch [128][2100/2353] lr: 1.316e-03, eta: 3:16:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6676, loss: 1.6676 2023-12-25 18:00:44,335 - pyskl - INFO - Epoch [128][2200/2353] lr: 1.311e-03, eta: 3:16:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6797, loss: 1.6797 2023-12-25 18:01:06,635 - pyskl - INFO - Epoch [128][2300/2353] lr: 1.306e-03, eta: 3:15:54, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6669, loss: 1.6669 2023-12-25 18:01:18,959 - pyskl - INFO - Saving checkpoint at 128 epochs 2023-12-25 18:02:45,685 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 18:02:45,764 - pyskl - INFO - top1_acc 0.9453 top5_acc 0.9944 2023-12-25 18:02:45,768 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_127.pth was removed 2023-12-25 18:02:45,905 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. 2023-12-25 18:02:45,906 - pyskl - INFO - Best top1_acc is 0.9453 at 128 epoch. 2023-12-25 18:02:45,910 - pyskl - INFO - Epoch(val) [128][1184] top1_acc: 0.9453, top5_acc: 0.9944 2023-12-25 18:03:25,719 - pyskl - INFO - Epoch [129][100/2353] lr: 1.299e-03, eta: 3:15:20, time: 0.398, data_time: 0.175, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6633, loss: 1.6633 2023-12-25 18:03:47,951 - pyskl - INFO - Epoch [129][200/2353] lr: 1.294e-03, eta: 3:14:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6618, loss: 1.6618 2023-12-25 18:04:10,260 - pyskl - INFO - Epoch [129][300/2353] lr: 1.289e-03, eta: 3:14:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6665, loss: 1.6665 2023-12-25 18:04:32,521 - pyskl - INFO - Epoch [129][400/2353] lr: 1.284e-03, eta: 3:14:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6592, loss: 1.6592 2023-12-25 18:04:54,851 - pyskl - INFO - Epoch [129][500/2353] lr: 1.279e-03, eta: 3:13:49, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6586, loss: 1.6586 2023-12-25 18:05:17,179 - pyskl - INFO - Epoch [129][600/2353] lr: 1.274e-03, eta: 3:13:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6564, loss: 1.6564 2023-12-25 18:05:39,386 - pyskl - INFO - Epoch [129][700/2353] lr: 1.269e-03, eta: 3:13:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6708, loss: 1.6708 2023-12-25 18:06:01,587 - pyskl - INFO - Epoch [129][800/2353] lr: 1.264e-03, eta: 3:12:41, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6635, loss: 1.6635 2023-12-25 18:06:23,803 - pyskl - INFO - Epoch [129][900/2353] lr: 1.259e-03, eta: 3:12:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6604, loss: 1.6604 2023-12-25 18:06:46,239 - pyskl - INFO - Epoch [129][1000/2353] lr: 1.255e-03, eta: 3:11:55, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6669, loss: 1.6669 2023-12-25 18:07:08,626 - pyskl - INFO - Epoch [129][1100/2353] lr: 1.250e-03, eta: 3:11:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6626, loss: 1.6626 2023-12-25 18:07:30,931 - pyskl - INFO - Epoch [129][1200/2353] lr: 1.245e-03, eta: 3:11:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6645, loss: 1.6645 2023-12-25 18:07:53,210 - pyskl - INFO - Epoch [129][1300/2353] lr: 1.240e-03, eta: 3:10:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6606, loss: 1.6606 2023-12-25 18:08:15,513 - pyskl - INFO - Epoch [129][1400/2353] lr: 1.235e-03, eta: 3:10:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6578, loss: 1.6578 2023-12-25 18:08:37,830 - pyskl - INFO - Epoch [129][1500/2353] lr: 1.230e-03, eta: 3:10:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6642, loss: 1.6642 2023-12-25 18:09:00,171 - pyskl - INFO - Epoch [129][1600/2353] lr: 1.226e-03, eta: 3:09:39, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6588, loss: 1.6588 2023-12-25 18:09:22,495 - pyskl - INFO - Epoch [129][1700/2353] lr: 1.221e-03, eta: 3:09:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6569, loss: 1.6569 2023-12-25 18:09:44,744 - pyskl - INFO - Epoch [129][1800/2353] lr: 1.216e-03, eta: 3:08:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6575, loss: 1.6575 2023-12-25 18:10:06,978 - pyskl - INFO - Epoch [129][1900/2353] lr: 1.211e-03, eta: 3:08:31, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6624, loss: 1.6624 2023-12-25 18:10:29,220 - pyskl - INFO - Epoch [129][2000/2353] lr: 1.206e-03, eta: 3:08:08, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6577, loss: 1.6577 2023-12-25 18:10:51,451 - pyskl - INFO - Epoch [129][2100/2353] lr: 1.202e-03, eta: 3:07:45, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6595, loss: 1.6595 2023-12-25 18:11:13,698 - pyskl - INFO - Epoch [129][2200/2353] lr: 1.197e-03, eta: 3:07:22, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6615, loss: 1.6615 2023-12-25 18:11:36,027 - pyskl - INFO - Epoch [129][2300/2353] lr: 1.192e-03, eta: 3:07:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6633, loss: 1.6633 2023-12-25 18:11:48,339 - pyskl - INFO - Saving checkpoint at 129 epochs 2023-12-25 18:13:15,163 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 18:13:15,242 - pyskl - INFO - top1_acc 0.9458 top5_acc 0.9941 2023-12-25 18:13:15,246 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_128.pth was removed 2023-12-25 18:13:15,383 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. 2023-12-25 18:13:15,384 - pyskl - INFO - Best top1_acc is 0.9458 at 129 epoch. 2023-12-25 18:13:15,388 - pyskl - INFO - Epoch(val) [129][1184] top1_acc: 0.9458, top5_acc: 0.9941 2023-12-25 18:13:55,319 - pyskl - INFO - Epoch [130][100/2353] lr: 1.185e-03, eta: 3:06:26, time: 0.399, data_time: 0.176, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6555, loss: 1.6555 2023-12-25 18:14:17,620 - pyskl - INFO - Epoch [130][200/2353] lr: 1.180e-03, eta: 3:06:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6612, loss: 1.6612 2023-12-25 18:14:39,942 - pyskl - INFO - Epoch [130][300/2353] lr: 1.176e-03, eta: 3:05:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6617, loss: 1.6617 2023-12-25 18:15:02,268 - pyskl - INFO - Epoch [130][400/2353] lr: 1.171e-03, eta: 3:05:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6552, loss: 1.6552 2023-12-25 18:15:24,500 - pyskl - INFO - Epoch [130][500/2353] lr: 1.166e-03, eta: 3:04:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6615, loss: 1.6615 2023-12-25 18:15:46,788 - pyskl - INFO - Epoch [130][600/2353] lr: 1.161e-03, eta: 3:04:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6560, loss: 1.6560 2023-12-25 18:16:09,228 - pyskl - INFO - Epoch [130][700/2353] lr: 1.157e-03, eta: 3:04:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6588, loss: 1.6588 2023-12-25 18:16:31,622 - pyskl - INFO - Epoch [130][800/2353] lr: 1.152e-03, eta: 3:03:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6594, loss: 1.6594 2023-12-25 18:16:53,999 - pyskl - INFO - Epoch [130][900/2353] lr: 1.147e-03, eta: 3:03:24, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6631, loss: 1.6631 2023-12-25 18:17:16,315 - pyskl - INFO - Epoch [130][1000/2353] lr: 1.143e-03, eta: 3:03:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6591, loss: 1.6591 2023-12-25 18:17:38,670 - pyskl - INFO - Epoch [130][1100/2353] lr: 1.138e-03, eta: 3:02:38, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6631, loss: 1.6631 2023-12-25 18:18:00,968 - pyskl - INFO - Epoch [130][1200/2353] lr: 1.134e-03, eta: 3:02:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6594, loss: 1.6594 2023-12-25 18:18:23,267 - pyskl - INFO - Epoch [130][1300/2353] lr: 1.129e-03, eta: 3:01:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6608, loss: 1.6608 2023-12-25 18:18:45,593 - pyskl - INFO - Epoch [130][1400/2353] lr: 1.124e-03, eta: 3:01:30, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6615, loss: 1.6615 2023-12-25 18:19:07,860 - pyskl - INFO - Epoch [130][1500/2353] lr: 1.120e-03, eta: 3:01:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6610, loss: 1.6610 2023-12-25 18:19:30,112 - pyskl - INFO - Epoch [130][1600/2353] lr: 1.115e-03, eta: 3:00:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6599, loss: 1.6599 2023-12-25 18:19:52,323 - pyskl - INFO - Epoch [130][1700/2353] lr: 1.110e-03, eta: 3:00:22, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6572, loss: 1.6572 2023-12-25 18:20:14,542 - pyskl - INFO - Epoch [130][1800/2353] lr: 1.106e-03, eta: 2:59:59, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6584, loss: 1.6584 2023-12-25 18:20:36,770 - pyskl - INFO - Epoch [130][1900/2353] lr: 1.101e-03, eta: 2:59:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6616, loss: 1.6616 2023-12-25 18:20:59,029 - pyskl - INFO - Epoch [130][2000/2353] lr: 1.097e-03, eta: 2:59:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6620, loss: 1.6620 2023-12-25 18:21:21,251 - pyskl - INFO - Epoch [130][2100/2353] lr: 1.092e-03, eta: 2:58:51, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6595, loss: 1.6595 2023-12-25 18:21:43,493 - pyskl - INFO - Epoch [130][2200/2353] lr: 1.088e-03, eta: 2:58:28, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6628, loss: 1.6628 2023-12-25 18:22:05,727 - pyskl - INFO - Epoch [130][2300/2353] lr: 1.083e-03, eta: 2:58:05, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6687, loss: 1.6687 2023-12-25 18:22:18,013 - pyskl - INFO - Saving checkpoint at 130 epochs 2023-12-25 18:23:45,416 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 18:23:45,499 - pyskl - INFO - top1_acc 0.9447 top5_acc 0.9947 2023-12-25 18:23:45,503 - pyskl - INFO - Epoch(val) [130][1184] top1_acc: 0.9447, top5_acc: 0.9947 2023-12-25 18:24:25,196 - pyskl - INFO - Epoch [131][100/2353] lr: 1.076e-03, eta: 2:57:31, time: 0.397, data_time: 0.174, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6585, loss: 1.6585 2023-12-25 18:24:47,504 - pyskl - INFO - Epoch [131][200/2353] lr: 1.072e-03, eta: 2:57:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6550, loss: 1.6550 2023-12-25 18:25:09,826 - pyskl - INFO - Epoch [131][300/2353] lr: 1.067e-03, eta: 2:56:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6608, loss: 1.6608 2023-12-25 18:25:32,115 - pyskl - INFO - Epoch [131][400/2353] lr: 1.063e-03, eta: 2:56:23, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6611, loss: 1.6611 2023-12-25 18:25:54,399 - pyskl - INFO - Epoch [131][500/2353] lr: 1.058e-03, eta: 2:56:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6584, loss: 1.6584 2023-12-25 18:26:16,663 - pyskl - INFO - Epoch [131][600/2353] lr: 1.054e-03, eta: 2:55:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6571, loss: 1.6571 2023-12-25 18:26:38,926 - pyskl - INFO - Epoch [131][700/2353] lr: 1.049e-03, eta: 2:55:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6587, loss: 1.6587 2023-12-25 18:27:01,383 - pyskl - INFO - Epoch [131][800/2353] lr: 1.045e-03, eta: 2:54:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6528, loss: 1.6528 2023-12-25 18:27:23,705 - pyskl - INFO - Epoch [131][900/2353] lr: 1.040e-03, eta: 2:54:30, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6612, loss: 1.6612 2023-12-25 18:27:46,019 - pyskl - INFO - Epoch [131][1000/2353] lr: 1.036e-03, eta: 2:54:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6585, loss: 1.6585 2023-12-25 18:28:08,316 - pyskl - INFO - Epoch [131][1100/2353] lr: 1.031e-03, eta: 2:53:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6595, loss: 1.6595 2023-12-25 18:28:30,738 - pyskl - INFO - Epoch [131][1200/2353] lr: 1.027e-03, eta: 2:53:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6576, loss: 1.6576 2023-12-25 18:28:53,007 - pyskl - INFO - Epoch [131][1300/2353] lr: 1.023e-03, eta: 2:52:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6608, loss: 1.6608 2023-12-25 18:29:15,293 - pyskl - INFO - Epoch [131][1400/2353] lr: 1.018e-03, eta: 2:52:36, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6580, loss: 1.6580 2023-12-25 18:29:37,539 - pyskl - INFO - Epoch [131][1500/2353] lr: 1.014e-03, eta: 2:52:13, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6600, loss: 1.6600 2023-12-25 18:29:59,801 - pyskl - INFO - Epoch [131][1600/2353] lr: 1.009e-03, eta: 2:51:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6583, loss: 1.6583 2023-12-25 18:30:22,033 - pyskl - INFO - Epoch [131][1700/2353] lr: 1.005e-03, eta: 2:51:28, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6617, loss: 1.6617 2023-12-25 18:30:44,313 - pyskl - INFO - Epoch [131][1800/2353] lr: 1.001e-03, eta: 2:51:05, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6616, loss: 1.6616 2023-12-25 18:31:06,586 - pyskl - INFO - Epoch [131][1900/2353] lr: 9.964e-04, eta: 2:50:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6560, loss: 1.6560 2023-12-25 18:31:28,861 - pyskl - INFO - Epoch [131][2000/2353] lr: 9.920e-04, eta: 2:50:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6587, loss: 1.6587 2023-12-25 18:31:51,184 - pyskl - INFO - Epoch [131][2100/2353] lr: 9.877e-04, eta: 2:49:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6572, loss: 1.6572 2023-12-25 18:32:13,656 - pyskl - INFO - Epoch [131][2200/2353] lr: 9.834e-04, eta: 2:49:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6558, loss: 1.6558 2023-12-25 18:32:35,999 - pyskl - INFO - Epoch [131][2300/2353] lr: 9.790e-04, eta: 2:49:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6561, loss: 1.6561 2023-12-25 18:32:48,349 - pyskl - INFO - Saving checkpoint at 131 epochs 2023-12-25 18:34:15,515 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 18:34:15,596 - pyskl - INFO - top1_acc 0.9441 top5_acc 0.9946 2023-12-25 18:34:15,601 - pyskl - INFO - Epoch(val) [131][1184] top1_acc: 0.9441, top5_acc: 0.9946 2023-12-25 18:34:54,662 - pyskl - INFO - Epoch [132][100/2353] lr: 9.724e-04, eta: 2:48:37, time: 0.391, data_time: 0.168, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6587, loss: 1.6587 2023-12-25 18:35:16,912 - pyskl - INFO - Epoch [132][200/2353] lr: 9.681e-04, eta: 2:48:14, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6582, loss: 1.6582 2023-12-25 18:35:39,211 - pyskl - INFO - Epoch [132][300/2353] lr: 9.639e-04, eta: 2:47:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6563, loss: 1.6563 2023-12-25 18:36:01,461 - pyskl - INFO - Epoch [132][400/2353] lr: 9.596e-04, eta: 2:47:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6540, loss: 1.6540 2023-12-25 18:36:23,674 - pyskl - INFO - Epoch [132][500/2353] lr: 9.553e-04, eta: 2:47:06, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6561, loss: 1.6561 2023-12-25 18:36:45,934 - pyskl - INFO - Epoch [132][600/2353] lr: 9.510e-04, eta: 2:46:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6594, loss: 1.6594 2023-12-25 18:37:08,132 - pyskl - INFO - Epoch [132][700/2353] lr: 9.468e-04, eta: 2:46:21, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6601, loss: 1.6601 2023-12-25 18:37:30,346 - pyskl - INFO - Epoch [132][800/2353] lr: 9.426e-04, eta: 2:45:58, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6620, loss: 1.6620 2023-12-25 18:37:52,662 - pyskl - INFO - Epoch [132][900/2353] lr: 9.383e-04, eta: 2:45:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6579, loss: 1.6579 2023-12-25 18:38:14,966 - pyskl - INFO - Epoch [132][1000/2353] lr: 9.341e-04, eta: 2:45:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6590, loss: 1.6590 2023-12-25 18:38:37,241 - pyskl - INFO - Epoch [132][1100/2353] lr: 9.299e-04, eta: 2:44:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6523, loss: 1.6523 2023-12-25 18:38:59,552 - pyskl - INFO - Epoch [132][1200/2353] lr: 9.257e-04, eta: 2:44:27, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6579, loss: 1.6579 2023-12-25 18:39:21,866 - pyskl - INFO - Epoch [132][1300/2353] lr: 9.215e-04, eta: 2:44:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6556, loss: 1.6556 2023-12-25 18:39:44,131 - pyskl - INFO - Epoch [132][1400/2353] lr: 9.173e-04, eta: 2:43:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6578, loss: 1.6578 2023-12-25 18:40:06,348 - pyskl - INFO - Epoch [132][1500/2353] lr: 9.131e-04, eta: 2:43:19, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6610, loss: 1.6610 2023-12-25 18:40:28,591 - pyskl - INFO - Epoch [132][1600/2353] lr: 9.089e-04, eta: 2:42:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6564, loss: 1.6564 2023-12-25 18:40:50,857 - pyskl - INFO - Epoch [132][1700/2353] lr: 9.048e-04, eta: 2:42:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6581, loss: 1.6581 2023-12-25 18:41:13,086 - pyskl - INFO - Epoch [132][1800/2353] lr: 9.006e-04, eta: 2:42:11, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6614, loss: 1.6614 2023-12-25 18:41:35,331 - pyskl - INFO - Epoch [132][1900/2353] lr: 8.965e-04, eta: 2:41:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6586, loss: 1.6586 2023-12-25 18:41:57,587 - pyskl - INFO - Epoch [132][2000/2353] lr: 8.924e-04, eta: 2:41:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6551, loss: 1.6551 2023-12-25 18:42:19,864 - pyskl - INFO - Epoch [132][2100/2353] lr: 8.882e-04, eta: 2:41:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6556, loss: 1.6556 2023-12-25 18:42:42,137 - pyskl - INFO - Epoch [132][2200/2353] lr: 8.841e-04, eta: 2:40:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6630, loss: 1.6630 2023-12-25 18:43:04,450 - pyskl - INFO - Epoch [132][2300/2353] lr: 8.800e-04, eta: 2:40:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6554, loss: 1.6554 2023-12-25 18:43:16,688 - pyskl - INFO - Saving checkpoint at 132 epochs 2023-12-25 18:44:43,442 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 18:44:43,522 - pyskl - INFO - top1_acc 0.9450 top5_acc 0.9944 2023-12-25 18:44:43,526 - pyskl - INFO - Epoch(val) [132][1184] top1_acc: 0.9450, top5_acc: 0.9944 2023-12-25 18:45:23,121 - pyskl - INFO - Epoch [133][100/2353] lr: 8.737e-04, eta: 2:39:43, time: 0.396, data_time: 0.173, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6535, loss: 1.6535 2023-12-25 18:45:45,424 - pyskl - INFO - Epoch [133][200/2353] lr: 8.697e-04, eta: 2:39:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6542, loss: 1.6542 2023-12-25 18:46:07,716 - pyskl - INFO - Epoch [133][300/2353] lr: 8.656e-04, eta: 2:38:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6547, loss: 1.6547 2023-12-25 18:46:30,012 - pyskl - INFO - Epoch [133][400/2353] lr: 8.615e-04, eta: 2:38:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6585, loss: 1.6585 2023-12-25 18:46:52,217 - pyskl - INFO - Epoch [133][500/2353] lr: 8.575e-04, eta: 2:38:12, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6541, loss: 1.6541 2023-12-25 18:47:14,424 - pyskl - INFO - Epoch [133][600/2353] lr: 8.534e-04, eta: 2:37:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6565, loss: 1.6565 2023-12-25 18:47:36,658 - pyskl - INFO - Epoch [133][700/2353] lr: 8.494e-04, eta: 2:37:26, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6556, loss: 1.6556 2023-12-25 18:47:58,911 - pyskl - INFO - Epoch [133][800/2353] lr: 8.454e-04, eta: 2:37:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6538, loss: 1.6538 2023-12-25 18:48:21,280 - pyskl - INFO - Epoch [133][900/2353] lr: 8.413e-04, eta: 2:36:41, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6552, loss: 1.6552 2023-12-25 18:48:43,637 - pyskl - INFO - Epoch [133][1000/2353] lr: 8.373e-04, eta: 2:36:18, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6537, loss: 1.6537 2023-12-25 18:49:05,965 - pyskl - INFO - Epoch [133][1100/2353] lr: 8.333e-04, eta: 2:35:56, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6590, loss: 1.6590 2023-12-25 18:49:28,261 - pyskl - INFO - Epoch [133][1200/2353] lr: 8.293e-04, eta: 2:35:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6547, loss: 1.6547 2023-12-25 18:49:50,617 - pyskl - INFO - Epoch [133][1300/2353] lr: 8.254e-04, eta: 2:35:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6587, loss: 1.6587 2023-12-25 18:50:12,948 - pyskl - INFO - Epoch [133][1400/2353] lr: 8.214e-04, eta: 2:34:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6561, loss: 1.6561 2023-12-25 18:50:35,253 - pyskl - INFO - Epoch [133][1500/2353] lr: 8.174e-04, eta: 2:34:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6580, loss: 1.6580 2023-12-25 18:50:57,549 - pyskl - INFO - Epoch [133][1600/2353] lr: 8.135e-04, eta: 2:34:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6580, loss: 1.6580 2023-12-25 18:51:19,835 - pyskl - INFO - Epoch [133][1700/2353] lr: 8.095e-04, eta: 2:33:39, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6591, loss: 1.6591 2023-12-25 18:51:42,108 - pyskl - INFO - Epoch [133][1800/2353] lr: 8.056e-04, eta: 2:33:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6581, loss: 1.6581 2023-12-25 18:52:04,386 - pyskl - INFO - Epoch [133][1900/2353] lr: 8.017e-04, eta: 2:32:54, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6536, loss: 1.6536 2023-12-25 18:52:26,640 - pyskl - INFO - Epoch [133][2000/2353] lr: 7.978e-04, eta: 2:32:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6582, loss: 1.6582 2023-12-25 18:52:48,882 - pyskl - INFO - Epoch [133][2100/2353] lr: 7.939e-04, eta: 2:32:08, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6566, loss: 1.6566 2023-12-25 18:53:11,186 - pyskl - INFO - Epoch [133][2200/2353] lr: 7.900e-04, eta: 2:31:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6640, loss: 1.6640 2023-12-25 18:53:33,477 - pyskl - INFO - Epoch [133][2300/2353] lr: 7.861e-04, eta: 2:31:23, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6534, loss: 1.6534 2023-12-25 18:53:45,730 - pyskl - INFO - Saving checkpoint at 133 epochs 2023-12-25 18:55:12,812 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 18:55:12,891 - pyskl - INFO - top1_acc 0.9461 top5_acc 0.9944 2023-12-25 18:55:12,895 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_129.pth was removed 2023-12-25 18:55:13,039 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. 2023-12-25 18:55:13,040 - pyskl - INFO - Best top1_acc is 0.9461 at 133 epoch. 2023-12-25 18:55:13,044 - pyskl - INFO - Epoch(val) [133][1184] top1_acc: 0.9461, top5_acc: 0.9944 2023-12-25 18:55:52,728 - pyskl - INFO - Epoch [134][100/2353] lr: 7.801e-04, eta: 2:30:49, time: 0.397, data_time: 0.174, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6535, loss: 1.6535 2023-12-25 18:56:14,931 - pyskl - INFO - Epoch [134][200/2353] lr: 7.763e-04, eta: 2:30:26, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6545, loss: 1.6545 2023-12-25 18:56:37,194 - pyskl - INFO - Epoch [134][300/2353] lr: 7.724e-04, eta: 2:30:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6537, loss: 1.6537 2023-12-25 18:56:59,524 - pyskl - INFO - Epoch [134][400/2353] lr: 7.686e-04, eta: 2:29:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6519, loss: 1.6519 2023-12-25 18:57:21,812 - pyskl - INFO - Epoch [134][500/2353] lr: 7.647e-04, eta: 2:29:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6521, loss: 1.6521 2023-12-25 18:57:44,103 - pyskl - INFO - Epoch [134][600/2353] lr: 7.609e-04, eta: 2:28:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6555, loss: 1.6555 2023-12-25 18:58:06,361 - pyskl - INFO - Epoch [134][700/2353] lr: 7.571e-04, eta: 2:28:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6537, loss: 1.6537 2023-12-25 18:58:28,623 - pyskl - INFO - Epoch [134][800/2353] lr: 7.533e-04, eta: 2:28:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6564, loss: 1.6564 2023-12-25 18:58:50,896 - pyskl - INFO - Epoch [134][900/2353] lr: 7.495e-04, eta: 2:27:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6587, loss: 1.6587 2023-12-25 18:59:13,191 - pyskl - INFO - Epoch [134][1000/2353] lr: 7.457e-04, eta: 2:27:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6555, loss: 1.6555 2023-12-25 18:59:35,553 - pyskl - INFO - Epoch [134][1100/2353] lr: 7.419e-04, eta: 2:27:01, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6540, loss: 1.6540 2023-12-25 18:59:57,961 - pyskl - INFO - Epoch [134][1200/2353] lr: 7.381e-04, eta: 2:26:39, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6559, loss: 1.6559 2023-12-25 19:00:20,298 - pyskl - INFO - Epoch [134][1300/2353] lr: 7.344e-04, eta: 2:26:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6564, loss: 1.6564 2023-12-25 19:00:42,601 - pyskl - INFO - Epoch [134][1400/2353] lr: 7.306e-04, eta: 2:25:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6573, loss: 1.6573 2023-12-25 19:01:04,910 - pyskl - INFO - Epoch [134][1500/2353] lr: 7.269e-04, eta: 2:25:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6556, loss: 1.6556 2023-12-25 19:01:27,266 - pyskl - INFO - Epoch [134][1600/2353] lr: 7.232e-04, eta: 2:25:08, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6568, loss: 1.6568 2023-12-25 19:01:49,570 - pyskl - INFO - Epoch [134][1700/2353] lr: 7.194e-04, eta: 2:24:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6524, loss: 1.6524 2023-12-25 19:02:11,871 - pyskl - INFO - Epoch [134][1800/2353] lr: 7.157e-04, eta: 2:24:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6547, loss: 1.6547 2023-12-25 19:02:34,136 - pyskl - INFO - Epoch [134][1900/2353] lr: 7.120e-04, eta: 2:24:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6523, loss: 1.6523 2023-12-25 19:02:56,421 - pyskl - INFO - Epoch [134][2000/2353] lr: 7.083e-04, eta: 2:23:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6532, loss: 1.6532 2023-12-25 19:03:18,726 - pyskl - INFO - Epoch [134][2100/2353] lr: 7.046e-04, eta: 2:23:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6544, loss: 1.6544 2023-12-25 19:03:41,014 - pyskl - INFO - Epoch [134][2200/2353] lr: 7.009e-04, eta: 2:22:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6570, loss: 1.6570 2023-12-25 19:04:03,274 - pyskl - INFO - Epoch [134][2300/2353] lr: 6.973e-04, eta: 2:22:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6541, loss: 1.6541 2023-12-25 19:04:15,522 - pyskl - INFO - Saving checkpoint at 134 epochs 2023-12-25 19:05:41,876 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 19:05:41,955 - pyskl - INFO - top1_acc 0.9420 top5_acc 0.9944 2023-12-25 19:05:41,960 - pyskl - INFO - Epoch(val) [134][1184] top1_acc: 0.9420, top5_acc: 0.9944 2023-12-25 19:06:21,559 - pyskl - INFO - Epoch [135][100/2353] lr: 6.917e-04, eta: 2:21:55, time: 0.396, data_time: 0.173, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6530, loss: 1.6530 2023-12-25 19:06:43,852 - pyskl - INFO - Epoch [135][200/2353] lr: 6.880e-04, eta: 2:21:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6552, loss: 1.6552 2023-12-25 19:07:06,179 - pyskl - INFO - Epoch [135][300/2353] lr: 6.844e-04, eta: 2:21:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6551, loss: 1.6551 2023-12-25 19:07:28,454 - pyskl - INFO - Epoch [135][400/2353] lr: 6.808e-04, eta: 2:20:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6546, loss: 1.6546 2023-12-25 19:07:50,772 - pyskl - INFO - Epoch [135][500/2353] lr: 6.772e-04, eta: 2:20:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6575, loss: 1.6575 2023-12-25 19:08:13,050 - pyskl - INFO - Epoch [135][600/2353] lr: 6.735e-04, eta: 2:20:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6521, loss: 1.6521 2023-12-25 19:08:35,312 - pyskl - INFO - Epoch [135][700/2353] lr: 6.699e-04, eta: 2:19:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6535, loss: 1.6535 2023-12-25 19:08:57,569 - pyskl - INFO - Epoch [135][800/2353] lr: 6.664e-04, eta: 2:19:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6504, loss: 1.6504 2023-12-25 19:09:19,816 - pyskl - INFO - Epoch [135][900/2353] lr: 6.628e-04, eta: 2:18:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6529, loss: 1.6529 2023-12-25 19:09:42,021 - pyskl - INFO - Epoch [135][1000/2353] lr: 6.592e-04, eta: 2:18:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6517, loss: 1.6517 2023-12-25 19:10:04,289 - pyskl - INFO - Epoch [135][1100/2353] lr: 6.556e-04, eta: 2:18:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6525, loss: 1.6525 2023-12-25 19:10:26,615 - pyskl - INFO - Epoch [135][1200/2353] lr: 6.521e-04, eta: 2:17:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6521, loss: 1.6521 2023-12-25 19:10:48,911 - pyskl - INFO - Epoch [135][1300/2353] lr: 6.486e-04, eta: 2:17:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6535, loss: 1.6535 2023-12-25 19:11:11,311 - pyskl - INFO - Epoch [135][1400/2353] lr: 6.450e-04, eta: 2:16:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6507, loss: 1.6507 2023-12-25 19:11:33,632 - pyskl - INFO - Epoch [135][1500/2353] lr: 6.415e-04, eta: 2:16:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6535, loss: 1.6535 2023-12-25 19:11:56,096 - pyskl - INFO - Epoch [135][1600/2353] lr: 6.380e-04, eta: 2:16:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6586, loss: 1.6586 2023-12-25 19:12:18,544 - pyskl - INFO - Epoch [135][1700/2353] lr: 6.345e-04, eta: 2:15:51, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6529, loss: 1.6529 2023-12-25 19:12:40,922 - pyskl - INFO - Epoch [135][1800/2353] lr: 6.310e-04, eta: 2:15:28, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6572, loss: 1.6572 2023-12-25 19:13:03,174 - pyskl - INFO - Epoch [135][1900/2353] lr: 6.275e-04, eta: 2:15:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6535, loss: 1.6535 2023-12-25 19:13:25,434 - pyskl - INFO - Epoch [135][2000/2353] lr: 6.240e-04, eta: 2:14:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6553, loss: 1.6553 2023-12-25 19:13:47,663 - pyskl - INFO - Epoch [135][2100/2353] lr: 6.206e-04, eta: 2:14:20, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6585, loss: 1.6585 2023-12-25 19:14:09,904 - pyskl - INFO - Epoch [135][2200/2353] lr: 6.171e-04, eta: 2:13:58, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6533, loss: 1.6533 2023-12-25 19:14:32,110 - pyskl - INFO - Epoch [135][2300/2353] lr: 6.137e-04, eta: 2:13:35, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6547, loss: 1.6547 2023-12-25 19:14:44,332 - pyskl - INFO - Saving checkpoint at 135 epochs 2023-12-25 19:16:11,019 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 19:16:11,100 - pyskl - INFO - top1_acc 0.9449 top5_acc 0.9946 2023-12-25 19:16:11,105 - pyskl - INFO - Epoch(val) [135][1184] top1_acc: 0.9449, top5_acc: 0.9946 2023-12-25 19:16:50,550 - pyskl - INFO - Epoch [136][100/2353] lr: 6.084e-04, eta: 2:13:01, time: 0.394, data_time: 0.171, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6505, loss: 1.6505 2023-12-25 19:17:12,747 - pyskl - INFO - Epoch [136][200/2353] lr: 6.050e-04, eta: 2:12:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6497, loss: 1.6497 2023-12-25 19:17:34,995 - pyskl - INFO - Epoch [136][300/2353] lr: 6.016e-04, eta: 2:12:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6554, loss: 1.6554 2023-12-25 19:17:57,207 - pyskl - INFO - Epoch [136][400/2353] lr: 5.982e-04, eta: 2:11:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6539, loss: 1.6539 2023-12-25 19:18:19,450 - pyskl - INFO - Epoch [136][500/2353] lr: 5.948e-04, eta: 2:11:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6509, loss: 1.6509 2023-12-25 19:18:41,700 - pyskl - INFO - Epoch [136][600/2353] lr: 5.914e-04, eta: 2:11:07, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6520, loss: 1.6520 2023-12-25 19:19:04,129 - pyskl - INFO - Epoch [136][700/2353] lr: 5.880e-04, eta: 2:10:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6524, loss: 1.6524 2023-12-25 19:19:26,558 - pyskl - INFO - Epoch [136][800/2353] lr: 5.846e-04, eta: 2:10:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6505, loss: 1.6505 2023-12-25 19:19:48,879 - pyskl - INFO - Epoch [136][900/2353] lr: 5.813e-04, eta: 2:09:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6504, loss: 1.6504 2023-12-25 19:20:11,310 - pyskl - INFO - Epoch [136][1000/2353] lr: 5.779e-04, eta: 2:09:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6538, loss: 1.6538 2023-12-25 19:20:33,603 - pyskl - INFO - Epoch [136][1100/2353] lr: 5.746e-04, eta: 2:09:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6532, loss: 1.6532 2023-12-25 19:20:56,113 - pyskl - INFO - Epoch [136][1200/2353] lr: 5.712e-04, eta: 2:08:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6567, loss: 1.6567 2023-12-25 19:21:18,507 - pyskl - INFO - Epoch [136][1300/2353] lr: 5.679e-04, eta: 2:08:28, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6533, loss: 1.6533 2023-12-25 19:21:40,949 - pyskl - INFO - Epoch [136][1400/2353] lr: 5.646e-04, eta: 2:08:05, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6522, loss: 1.6522 2023-12-25 19:22:03,563 - pyskl - INFO - Epoch [136][1500/2353] lr: 5.613e-04, eta: 2:07:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6498, loss: 1.6498 2023-12-25 19:22:26,000 - pyskl - INFO - Epoch [136][1600/2353] lr: 5.580e-04, eta: 2:07:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6513, loss: 1.6513 2023-12-25 19:22:48,357 - pyskl - INFO - Epoch [136][1700/2353] lr: 5.547e-04, eta: 2:06:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6525, loss: 1.6525 2023-12-25 19:23:10,648 - pyskl - INFO - Epoch [136][1800/2353] lr: 5.515e-04, eta: 2:06:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6509, loss: 1.6509 2023-12-25 19:23:32,929 - pyskl - INFO - Epoch [136][1900/2353] lr: 5.482e-04, eta: 2:06:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6521, loss: 1.6521 2023-12-25 19:23:55,147 - pyskl - INFO - Epoch [136][2000/2353] lr: 5.449e-04, eta: 2:05:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6538, loss: 1.6538 2023-12-25 19:24:17,366 - pyskl - INFO - Epoch [136][2100/2353] lr: 5.417e-04, eta: 2:05:26, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6539, loss: 1.6539 2023-12-25 19:24:39,667 - pyskl - INFO - Epoch [136][2200/2353] lr: 5.385e-04, eta: 2:05:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6572, loss: 1.6572 2023-12-25 19:25:01,947 - pyskl - INFO - Epoch [136][2300/2353] lr: 5.352e-04, eta: 2:04:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6544, loss: 1.6544 2023-12-25 19:25:14,216 - pyskl - INFO - Saving checkpoint at 136 epochs 2023-12-25 19:26:41,176 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 19:26:41,256 - pyskl - INFO - top1_acc 0.9470 top5_acc 0.9945 2023-12-25 19:26:41,261 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_133.pth was removed 2023-12-25 19:26:41,402 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. 2023-12-25 19:26:41,403 - pyskl - INFO - Best top1_acc is 0.9470 at 136 epoch. 2023-12-25 19:26:41,407 - pyskl - INFO - Epoch(val) [136][1184] top1_acc: 0.9470, top5_acc: 0.9945 2023-12-25 19:27:21,596 - pyskl - INFO - Epoch [137][100/2353] lr: 5.303e-04, eta: 2:04:07, time: 0.402, data_time: 0.177, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6516, loss: 1.6516 2023-12-25 19:27:43,960 - pyskl - INFO - Epoch [137][200/2353] lr: 5.271e-04, eta: 2:03:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6504, loss: 1.6504 2023-12-25 19:28:06,352 - pyskl - INFO - Epoch [137][300/2353] lr: 5.239e-04, eta: 2:03:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6510, loss: 1.6510 2023-12-25 19:28:28,697 - pyskl - INFO - Epoch [137][400/2353] lr: 5.208e-04, eta: 2:02:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6494, loss: 1.6494 2023-12-25 19:28:51,059 - pyskl - INFO - Epoch [137][500/2353] lr: 5.176e-04, eta: 2:02:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6532, loss: 1.6532 2023-12-25 19:29:13,509 - pyskl - INFO - Epoch [137][600/2353] lr: 5.144e-04, eta: 2:02:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6498, loss: 1.6498 2023-12-25 19:29:35,972 - pyskl - INFO - Epoch [137][700/2353] lr: 5.113e-04, eta: 2:01:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6504, loss: 1.6504 2023-12-25 19:29:58,288 - pyskl - INFO - Epoch [137][800/2353] lr: 5.081e-04, eta: 2:01:28, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6526, loss: 1.6526 2023-12-25 19:30:20,611 - pyskl - INFO - Epoch [137][900/2353] lr: 5.050e-04, eta: 2:01:05, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6532, loss: 1.6532 2023-12-25 19:30:42,995 - pyskl - INFO - Epoch [137][1000/2353] lr: 5.019e-04, eta: 2:00:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6500, loss: 1.6500 2023-12-25 19:31:05,393 - pyskl - INFO - Epoch [137][1100/2353] lr: 4.987e-04, eta: 2:00:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6529, loss: 1.6529 2023-12-25 19:31:27,651 - pyskl - INFO - Epoch [137][1200/2353] lr: 4.956e-04, eta: 1:59:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6534, loss: 1.6534 2023-12-25 19:31:49,990 - pyskl - INFO - Epoch [137][1300/2353] lr: 4.925e-04, eta: 1:59:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6498, loss: 1.6498 2023-12-25 19:32:12,245 - pyskl - INFO - Epoch [137][1400/2353] lr: 4.894e-04, eta: 1:59:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6513, loss: 1.6513 2023-12-25 19:32:34,480 - pyskl - INFO - Epoch [137][1500/2353] lr: 4.864e-04, eta: 1:58:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6538, loss: 1.6538 2023-12-25 19:32:56,798 - pyskl - INFO - Epoch [137][1600/2353] lr: 4.833e-04, eta: 1:58:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6528, loss: 1.6528 2023-12-25 19:33:19,204 - pyskl - INFO - Epoch [137][1700/2353] lr: 4.802e-04, eta: 1:58:04, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6502, loss: 1.6502 2023-12-25 19:33:41,558 - pyskl - INFO - Epoch [137][1800/2353] lr: 4.772e-04, eta: 1:57:41, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6545, loss: 1.6545 2023-12-25 19:34:03,779 - pyskl - INFO - Epoch [137][1900/2353] lr: 4.742e-04, eta: 1:57:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6503, loss: 1.6503 2023-12-25 19:34:26,018 - pyskl - INFO - Epoch [137][2000/2353] lr: 4.711e-04, eta: 1:56:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6539, loss: 1.6539 2023-12-25 19:34:48,395 - pyskl - INFO - Epoch [137][2100/2353] lr: 4.681e-04, eta: 1:56:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6522, loss: 1.6522 2023-12-25 19:35:10,744 - pyskl - INFO - Epoch [137][2200/2353] lr: 4.651e-04, eta: 1:56:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6524, loss: 1.6524 2023-12-25 19:35:33,054 - pyskl - INFO - Epoch [137][2300/2353] lr: 4.621e-04, eta: 1:55:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6544, loss: 1.6544 2023-12-25 19:35:45,310 - pyskl - INFO - Saving checkpoint at 137 epochs 2023-12-25 19:37:12,539 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 19:37:12,621 - pyskl - INFO - top1_acc 0.9469 top5_acc 0.9943 2023-12-25 19:37:12,627 - pyskl - INFO - Epoch(val) [137][1184] top1_acc: 0.9469, top5_acc: 0.9943 2023-12-25 19:37:52,665 - pyskl - INFO - Epoch [138][100/2353] lr: 4.575e-04, eta: 1:55:13, time: 0.400, data_time: 0.176, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6523, loss: 1.6523 2023-12-25 19:38:14,957 - pyskl - INFO - Epoch [138][200/2353] lr: 4.545e-04, eta: 1:54:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6537, loss: 1.6537 2023-12-25 19:38:37,216 - pyskl - INFO - Epoch [138][300/2353] lr: 4.516e-04, eta: 1:54:28, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6506, loss: 1.6506 2023-12-25 19:38:59,465 - pyskl - INFO - Epoch [138][400/2353] lr: 4.486e-04, eta: 1:54:05, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6541, loss: 1.6541 2023-12-25 19:39:21,838 - pyskl - INFO - Epoch [138][500/2353] lr: 4.457e-04, eta: 1:53:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6492, loss: 1.6492 2023-12-25 19:39:44,291 - pyskl - INFO - Epoch [138][600/2353] lr: 4.427e-04, eta: 1:53:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6509, loss: 1.6509 2023-12-25 19:40:06,607 - pyskl - INFO - Epoch [138][700/2353] lr: 4.398e-04, eta: 1:52:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6493, loss: 1.6493 2023-12-25 19:40:29,008 - pyskl - INFO - Epoch [138][800/2353] lr: 4.369e-04, eta: 1:52:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6507, loss: 1.6507 2023-12-25 19:40:51,269 - pyskl - INFO - Epoch [138][900/2353] lr: 4.340e-04, eta: 1:52:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6493, loss: 1.6493 2023-12-25 19:41:13,507 - pyskl - INFO - Epoch [138][1000/2353] lr: 4.311e-04, eta: 1:51:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6528, loss: 1.6528 2023-12-25 19:41:35,785 - pyskl - INFO - Epoch [138][1100/2353] lr: 4.282e-04, eta: 1:51:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6517, loss: 1.6517 2023-12-25 19:41:58,044 - pyskl - INFO - Epoch [138][1200/2353] lr: 4.253e-04, eta: 1:51:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6505, loss: 1.6505 2023-12-25 19:42:20,308 - pyskl - INFO - Epoch [138][1300/2353] lr: 4.224e-04, eta: 1:50:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6535, loss: 1.6535 2023-12-25 19:42:42,595 - pyskl - INFO - Epoch [138][1400/2353] lr: 4.195e-04, eta: 1:50:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6514, loss: 1.6514 2023-12-25 19:43:04,845 - pyskl - INFO - Epoch [138][1500/2353] lr: 4.167e-04, eta: 1:49:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6524, loss: 1.6524 2023-12-25 19:43:27,095 - pyskl - INFO - Epoch [138][1600/2353] lr: 4.138e-04, eta: 1:49:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6509, loss: 1.6509 2023-12-25 19:43:49,477 - pyskl - INFO - Epoch [138][1700/2353] lr: 4.110e-04, eta: 1:49:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6549, loss: 1.6549 2023-12-25 19:44:11,789 - pyskl - INFO - Epoch [138][1800/2353] lr: 4.082e-04, eta: 1:48:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6500, loss: 1.6500 2023-12-25 19:44:34,065 - pyskl - INFO - Epoch [138][1900/2353] lr: 4.054e-04, eta: 1:48:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6538, loss: 1.6538 2023-12-25 19:44:56,817 - pyskl - INFO - Epoch [138][2000/2353] lr: 4.026e-04, eta: 1:48:02, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6513, loss: 1.6513 2023-12-25 19:45:19,124 - pyskl - INFO - Epoch [138][2100/2353] lr: 3.998e-04, eta: 1:47:39, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6508, loss: 1.6508 2023-12-25 19:45:41,446 - pyskl - INFO - Epoch [138][2200/2353] lr: 3.970e-04, eta: 1:47:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6553, loss: 1.6553 2023-12-25 19:46:03,778 - pyskl - INFO - Epoch [138][2300/2353] lr: 3.942e-04, eta: 1:46:54, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6495, loss: 1.6495 2023-12-25 19:46:16,110 - pyskl - INFO - Saving checkpoint at 138 epochs 2023-12-25 19:47:44,227 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 19:47:44,305 - pyskl - INFO - top1_acc 0.9484 top5_acc 0.9951 2023-12-25 19:47:44,309 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_136.pth was removed 2023-12-25 19:47:44,450 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. 2023-12-25 19:47:44,451 - pyskl - INFO - Best top1_acc is 0.9484 at 138 epoch. 2023-12-25 19:47:44,455 - pyskl - INFO - Epoch(val) [138][1184] top1_acc: 0.9484, top5_acc: 0.9951 2023-12-25 19:48:24,397 - pyskl - INFO - Epoch [139][100/2353] lr: 3.900e-04, eta: 1:46:19, time: 0.399, data_time: 0.176, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6514, loss: 1.6514 2023-12-25 19:48:46,644 - pyskl - INFO - Epoch [139][200/2353] lr: 3.872e-04, eta: 1:45:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6511, loss: 1.6511 2023-12-25 19:49:08,854 - pyskl - INFO - Epoch [139][300/2353] lr: 3.845e-04, eta: 1:45:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6548, loss: 1.6548 2023-12-25 19:49:31,134 - pyskl - INFO - Epoch [139][400/2353] lr: 3.817e-04, eta: 1:45:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6514, loss: 1.6514 2023-12-25 19:49:53,401 - pyskl - INFO - Epoch [139][500/2353] lr: 3.790e-04, eta: 1:44:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6494, loss: 1.6494 2023-12-25 19:50:15,666 - pyskl - INFO - Epoch [139][600/2353] lr: 3.763e-04, eta: 1:44:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6489, loss: 1.6489 2023-12-25 19:50:37,894 - pyskl - INFO - Epoch [139][700/2353] lr: 3.736e-04, eta: 1:44:03, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6495, loss: 1.6495 2023-12-25 19:51:00,165 - pyskl - INFO - Epoch [139][800/2353] lr: 3.709e-04, eta: 1:43:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6531, loss: 1.6531 2023-12-25 19:51:22,488 - pyskl - INFO - Epoch [139][900/2353] lr: 3.682e-04, eta: 1:43:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6511, loss: 1.6511 2023-12-25 19:51:44,788 - pyskl - INFO - Epoch [139][1000/2353] lr: 3.655e-04, eta: 1:42:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6512, loss: 1.6512 2023-12-25 19:52:07,098 - pyskl - INFO - Epoch [139][1100/2353] lr: 3.629e-04, eta: 1:42:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6500, loss: 1.6500 2023-12-25 19:52:29,380 - pyskl - INFO - Epoch [139][1200/2353] lr: 3.602e-04, eta: 1:42:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 2023-12-25 19:52:51,661 - pyskl - INFO - Epoch [139][1300/2353] lr: 3.576e-04, eta: 1:41:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6511, loss: 1.6511 2023-12-25 19:53:13,916 - pyskl - INFO - Epoch [139][1400/2353] lr: 3.549e-04, eta: 1:41:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6511, loss: 1.6511 2023-12-25 19:53:36,269 - pyskl - INFO - Epoch [139][1500/2353] lr: 3.523e-04, eta: 1:41:01, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6526, loss: 1.6526 2023-12-25 19:53:58,529 - pyskl - INFO - Epoch [139][1600/2353] lr: 3.497e-04, eta: 1:40:39, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6501, loss: 1.6501 2023-12-25 19:54:20,811 - pyskl - INFO - Epoch [139][1700/2353] lr: 3.471e-04, eta: 1:40:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6515, loss: 1.6515 2023-12-25 19:54:43,073 - pyskl - INFO - Epoch [139][1800/2353] lr: 3.445e-04, eta: 1:39:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6492, loss: 1.6492 2023-12-25 19:55:05,491 - pyskl - INFO - Epoch [139][1900/2353] lr: 3.419e-04, eta: 1:39:31, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6505, loss: 1.6505 2023-12-25 19:55:27,825 - pyskl - INFO - Epoch [139][2000/2353] lr: 3.393e-04, eta: 1:39:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 2023-12-25 19:55:50,113 - pyskl - INFO - Epoch [139][2100/2353] lr: 3.367e-04, eta: 1:38:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6502, loss: 1.6502 2023-12-25 19:56:12,451 - pyskl - INFO - Epoch [139][2200/2353] lr: 3.342e-04, eta: 1:38:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6516, loss: 1.6516 2023-12-25 19:56:34,873 - pyskl - INFO - Epoch [139][2300/2353] lr: 3.316e-04, eta: 1:38:00, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6517, loss: 1.6517 2023-12-25 19:56:47,190 - pyskl - INFO - Saving checkpoint at 139 epochs 2023-12-25 19:58:14,244 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 19:58:14,324 - pyskl - INFO - top1_acc 0.9480 top5_acc 0.9946 2023-12-25 19:58:14,328 - pyskl - INFO - Epoch(val) [139][1184] top1_acc: 0.9480, top5_acc: 0.9946 2023-12-25 19:58:54,240 - pyskl - INFO - Epoch [140][100/2353] lr: 3.278e-04, eta: 1:37:26, time: 0.399, data_time: 0.176, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6526, loss: 1.6526 2023-12-25 19:59:16,480 - pyskl - INFO - Epoch [140][200/2353] lr: 3.252e-04, eta: 1:37:03, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6499, loss: 1.6499 2023-12-25 19:59:38,731 - pyskl - INFO - Epoch [140][300/2353] lr: 3.227e-04, eta: 1:36:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6493, loss: 1.6493 2023-12-25 20:00:01,084 - pyskl - INFO - Epoch [140][400/2353] lr: 3.202e-04, eta: 1:36:17, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6515, loss: 1.6515 2023-12-25 20:00:23,445 - pyskl - INFO - Epoch [140][500/2353] lr: 3.177e-04, eta: 1:35:55, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6494, loss: 1.6494 2023-12-25 20:00:45,854 - pyskl - INFO - Epoch [140][600/2353] lr: 3.152e-04, eta: 1:35:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6511, loss: 1.6511 2023-12-25 20:01:08,112 - pyskl - INFO - Epoch [140][700/2353] lr: 3.127e-04, eta: 1:35:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6501, loss: 1.6501 2023-12-25 20:01:30,385 - pyskl - INFO - Epoch [140][800/2353] lr: 3.103e-04, eta: 1:34:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6505, loss: 1.6505 2023-12-25 20:01:52,626 - pyskl - INFO - Epoch [140][900/2353] lr: 3.078e-04, eta: 1:34:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 2023-12-25 20:02:14,895 - pyskl - INFO - Epoch [140][1000/2353] lr: 3.054e-04, eta: 1:34:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6507, loss: 1.6507 2023-12-25 20:02:37,275 - pyskl - INFO - Epoch [140][1100/2353] lr: 3.029e-04, eta: 1:33:39, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6494, loss: 1.6494 2023-12-25 20:02:59,605 - pyskl - INFO - Epoch [140][1200/2353] lr: 3.005e-04, eta: 1:33:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6475, loss: 1.6475 2023-12-25 20:03:21,890 - pyskl - INFO - Epoch [140][1300/2353] lr: 2.981e-04, eta: 1:32:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6497, loss: 1.6497 2023-12-25 20:03:44,172 - pyskl - INFO - Epoch [140][1400/2353] lr: 2.957e-04, eta: 1:32:30, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6499, loss: 1.6499 2023-12-25 20:04:06,459 - pyskl - INFO - Epoch [140][1500/2353] lr: 2.933e-04, eta: 1:32:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6526, loss: 1.6526 2023-12-25 20:04:28,798 - pyskl - INFO - Epoch [140][1600/2353] lr: 2.909e-04, eta: 1:31:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6506, loss: 1.6506 2023-12-25 20:04:51,150 - pyskl - INFO - Epoch [140][1700/2353] lr: 2.885e-04, eta: 1:31:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6494, loss: 1.6494 2023-12-25 20:05:13,473 - pyskl - INFO - Epoch [140][1800/2353] lr: 2.861e-04, eta: 1:31:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6488, loss: 1.6488 2023-12-25 20:05:35,780 - pyskl - INFO - Epoch [140][1900/2353] lr: 2.838e-04, eta: 1:30:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6506, loss: 1.6506 2023-12-25 20:05:58,208 - pyskl - INFO - Epoch [140][2000/2353] lr: 2.814e-04, eta: 1:30:14, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6505, loss: 1.6505 2023-12-25 20:06:20,636 - pyskl - INFO - Epoch [140][2100/2353] lr: 2.791e-04, eta: 1:29:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6512, loss: 1.6512 2023-12-25 20:06:42,923 - pyskl - INFO - Epoch [140][2200/2353] lr: 2.767e-04, eta: 1:29:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6512, loss: 1.6512 2023-12-25 20:07:05,181 - pyskl - INFO - Epoch [140][2300/2353] lr: 2.744e-04, eta: 1:29:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6499, loss: 1.6499 2023-12-25 20:07:17,458 - pyskl - INFO - Saving checkpoint at 140 epochs 2023-12-25 20:08:45,072 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 20:08:45,151 - pyskl - INFO - top1_acc 0.9478 top5_acc 0.9947 2023-12-25 20:08:45,155 - pyskl - INFO - Epoch(val) [140][1184] top1_acc: 0.9478, top5_acc: 0.9947 2023-12-25 20:09:25,038 - pyskl - INFO - Epoch [141][100/2353] lr: 2.709e-04, eta: 1:28:32, time: 0.399, data_time: 0.176, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6506, loss: 1.6506 2023-12-25 20:09:47,318 - pyskl - INFO - Epoch [141][200/2353] lr: 2.686e-04, eta: 1:28:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6525, loss: 1.6525 2023-12-25 20:10:09,554 - pyskl - INFO - Epoch [141][300/2353] lr: 2.663e-04, eta: 1:27:46, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6505, loss: 1.6505 2023-12-25 20:10:31,898 - pyskl - INFO - Epoch [141][400/2353] lr: 2.640e-04, eta: 1:27:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 2023-12-25 20:10:54,289 - pyskl - INFO - Epoch [141][500/2353] lr: 2.617e-04, eta: 1:27:01, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6499, loss: 1.6499 2023-12-25 20:11:16,710 - pyskl - INFO - Epoch [141][600/2353] lr: 2.595e-04, eta: 1:26:38, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6498, loss: 1.6498 2023-12-25 20:11:39,011 - pyskl - INFO - Epoch [141][700/2353] lr: 2.572e-04, eta: 1:26:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 2023-12-25 20:12:01,317 - pyskl - INFO - Epoch [141][800/2353] lr: 2.550e-04, eta: 1:25:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6518, loss: 1.6518 2023-12-25 20:12:23,689 - pyskl - INFO - Epoch [141][900/2353] lr: 2.528e-04, eta: 1:25:30, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6524, loss: 1.6524 2023-12-25 20:12:46,007 - pyskl - INFO - Epoch [141][1000/2353] lr: 2.505e-04, eta: 1:25:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 2023-12-25 20:13:08,253 - pyskl - INFO - Epoch [141][1100/2353] lr: 2.483e-04, eta: 1:24:45, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6488, loss: 1.6488 2023-12-25 20:13:30,482 - pyskl - INFO - Epoch [141][1200/2353] lr: 2.461e-04, eta: 1:24:22, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6500, loss: 1.6500 2023-12-25 20:13:52,756 - pyskl - INFO - Epoch [141][1300/2353] lr: 2.439e-04, eta: 1:23:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 2023-12-25 20:14:15,059 - pyskl - INFO - Epoch [141][1400/2353] lr: 2.417e-04, eta: 1:23:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6509, loss: 1.6509 2023-12-25 20:14:37,381 - pyskl - INFO - Epoch [141][1500/2353] lr: 2.396e-04, eta: 1:23:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6513, loss: 1.6513 2023-12-25 20:14:59,681 - pyskl - INFO - Epoch [141][1600/2353] lr: 2.374e-04, eta: 1:22:51, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6489, loss: 1.6489 2023-12-25 20:15:21,933 - pyskl - INFO - Epoch [141][1700/2353] lr: 2.353e-04, eta: 1:22:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6492, loss: 1.6492 2023-12-25 20:15:44,152 - pyskl - INFO - Epoch [141][1800/2353] lr: 2.331e-04, eta: 1:22:06, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6494, loss: 1.6494 2023-12-25 20:16:06,370 - pyskl - INFO - Epoch [141][1900/2353] lr: 2.310e-04, eta: 1:21:43, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6482, loss: 1.6482 2023-12-25 20:16:28,603 - pyskl - INFO - Epoch [141][2000/2353] lr: 2.289e-04, eta: 1:21:21, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6497, loss: 1.6497 2023-12-25 20:16:51,128 - pyskl - INFO - Epoch [141][2100/2353] lr: 2.267e-04, eta: 1:20:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6505, loss: 1.6505 2023-12-25 20:17:13,378 - pyskl - INFO - Epoch [141][2200/2353] lr: 2.246e-04, eta: 1:20:35, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6520, loss: 1.6520 2023-12-25 20:17:35,707 - pyskl - INFO - Epoch [141][2300/2353] lr: 2.225e-04, eta: 1:20:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6493, loss: 1.6493 2023-12-25 20:17:48,004 - pyskl - INFO - Saving checkpoint at 141 epochs 2023-12-25 20:19:15,983 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 20:19:16,065 - pyskl - INFO - top1_acc 0.9487 top5_acc 0.9950 2023-12-25 20:19:16,069 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_138.pth was removed 2023-12-25 20:19:16,230 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. 2023-12-25 20:19:16,230 - pyskl - INFO - Best top1_acc is 0.9487 at 141 epoch. 2023-12-25 20:19:16,235 - pyskl - INFO - Epoch(val) [141][1184] top1_acc: 0.9487, top5_acc: 0.9950 2023-12-25 20:19:56,415 - pyskl - INFO - Epoch [142][100/2353] lr: 2.194e-04, eta: 1:19:38, time: 0.402, data_time: 0.176, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6516, loss: 1.6516 2023-12-25 20:20:18,872 - pyskl - INFO - Epoch [142][200/2353] lr: 2.173e-04, eta: 1:19:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 2023-12-25 20:20:41,287 - pyskl - INFO - Epoch [142][300/2353] lr: 2.152e-04, eta: 1:18:53, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6507, loss: 1.6507 2023-12-25 20:21:03,662 - pyskl - INFO - Epoch [142][400/2353] lr: 2.132e-04, eta: 1:18:30, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6503, loss: 1.6503 2023-12-25 20:21:26,027 - pyskl - INFO - Epoch [142][500/2353] lr: 2.111e-04, eta: 1:18:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6496, loss: 1.6496 2023-12-25 20:21:48,516 - pyskl - INFO - Epoch [142][600/2353] lr: 2.091e-04, eta: 1:17:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6492, loss: 1.6492 2023-12-25 20:22:10,966 - pyskl - INFO - Epoch [142][700/2353] lr: 2.071e-04, eta: 1:17:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6513, loss: 1.6513 2023-12-25 20:22:33,371 - pyskl - INFO - Epoch [142][800/2353] lr: 2.051e-04, eta: 1:16:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 2023-12-25 20:22:55,743 - pyskl - INFO - Epoch [142][900/2353] lr: 2.031e-04, eta: 1:16:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6504, loss: 1.6504 2023-12-25 20:23:18,055 - pyskl - INFO - Epoch [142][1000/2353] lr: 2.011e-04, eta: 1:16:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6489, loss: 1.6489 2023-12-25 20:23:40,448 - pyskl - INFO - Epoch [142][1100/2353] lr: 1.991e-04, eta: 1:15:51, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 2023-12-25 20:24:02,758 - pyskl - INFO - Epoch [142][1200/2353] lr: 1.971e-04, eta: 1:15:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6528, loss: 1.6528 2023-12-25 20:24:25,117 - pyskl - INFO - Epoch [142][1300/2353] lr: 1.951e-04, eta: 1:15:06, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6522, loss: 1.6522 2023-12-25 20:24:47,403 - pyskl - INFO - Epoch [142][1400/2353] lr: 1.932e-04, eta: 1:14:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6489, loss: 1.6489 2023-12-25 20:25:09,687 - pyskl - INFO - Epoch [142][1500/2353] lr: 1.913e-04, eta: 1:14:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 2023-12-25 20:25:31,967 - pyskl - INFO - Epoch [142][1600/2353] lr: 1.893e-04, eta: 1:13:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 2023-12-25 20:25:54,307 - pyskl - INFO - Epoch [142][1700/2353] lr: 1.874e-04, eta: 1:13:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6496, loss: 1.6496 2023-12-25 20:26:16,694 - pyskl - INFO - Epoch [142][1800/2353] lr: 1.855e-04, eta: 1:13:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6512, loss: 1.6512 2023-12-25 20:26:39,018 - pyskl - INFO - Epoch [142][1900/2353] lr: 1.836e-04, eta: 1:12:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6520, loss: 1.6520 2023-12-25 20:27:01,358 - pyskl - INFO - Epoch [142][2000/2353] lr: 1.817e-04, eta: 1:12:27, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6488, loss: 1.6488 2023-12-25 20:27:23,753 - pyskl - INFO - Epoch [142][2100/2353] lr: 1.798e-04, eta: 1:12:04, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6525, loss: 1.6525 2023-12-25 20:27:46,198 - pyskl - INFO - Epoch [142][2200/2353] lr: 1.779e-04, eta: 1:11:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 2023-12-25 20:28:08,598 - pyskl - INFO - Epoch [142][2300/2353] lr: 1.761e-04, eta: 1:11:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6502, loss: 1.6502 2023-12-25 20:28:20,879 - pyskl - INFO - Saving checkpoint at 142 epochs 2023-12-25 20:29:48,244 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 20:29:48,324 - pyskl - INFO - top1_acc 0.9497 top5_acc 0.9947 2023-12-25 20:29:48,328 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_141.pth was removed 2023-12-25 20:29:48,470 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. 2023-12-25 20:29:48,470 - pyskl - INFO - Best top1_acc is 0.9497 at 142 epoch. 2023-12-25 20:29:48,474 - pyskl - INFO - Epoch(val) [142][1184] top1_acc: 0.9497, top5_acc: 0.9947 2023-12-25 20:30:29,214 - pyskl - INFO - Epoch [143][100/2353] lr: 1.732e-04, eta: 1:10:45, time: 0.407, data_time: 0.184, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 2023-12-25 20:30:51,559 - pyskl - INFO - Epoch [143][200/2353] lr: 1.714e-04, eta: 1:10:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6476, loss: 1.6476 2023-12-25 20:31:13,954 - pyskl - INFO - Epoch [143][300/2353] lr: 1.695e-04, eta: 1:09:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6517, loss: 1.6517 2023-12-25 20:31:36,357 - pyskl - INFO - Epoch [143][400/2353] lr: 1.677e-04, eta: 1:09:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6547, loss: 1.6547 2023-12-25 20:31:58,789 - pyskl - INFO - Epoch [143][500/2353] lr: 1.659e-04, eta: 1:09:14, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6491, loss: 1.6491 2023-12-25 20:32:21,151 - pyskl - INFO - Epoch [143][600/2353] lr: 1.641e-04, eta: 1:08:51, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6504, loss: 1.6504 2023-12-25 20:32:43,527 - pyskl - INFO - Epoch [143][700/2353] lr: 1.623e-04, eta: 1:08:29, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6496, loss: 1.6496 2023-12-25 20:33:05,865 - pyskl - INFO - Epoch [143][800/2353] lr: 1.605e-04, eta: 1:08:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6489, loss: 1.6489 2023-12-25 20:33:28,140 - pyskl - INFO - Epoch [143][900/2353] lr: 1.588e-04, eta: 1:07:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 2023-12-25 20:33:50,377 - pyskl - INFO - Epoch [143][1000/2353] lr: 1.570e-04, eta: 1:07:20, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 2023-12-25 20:34:12,652 - pyskl - INFO - Epoch [143][1100/2353] lr: 1.552e-04, eta: 1:06:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6518, loss: 1.6518 2023-12-25 20:34:34,910 - pyskl - INFO - Epoch [143][1200/2353] lr: 1.535e-04, eta: 1:06:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 2023-12-25 20:34:57,206 - pyskl - INFO - Epoch [143][1300/2353] lr: 1.518e-04, eta: 1:06:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 2023-12-25 20:35:19,607 - pyskl - INFO - Epoch [143][1400/2353] lr: 1.500e-04, eta: 1:05:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 2023-12-25 20:35:42,026 - pyskl - INFO - Epoch [143][1500/2353] lr: 1.483e-04, eta: 1:05:27, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 2023-12-25 20:36:04,373 - pyskl - INFO - Epoch [143][1600/2353] lr: 1.466e-04, eta: 1:05:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 2023-12-25 20:36:26,716 - pyskl - INFO - Epoch [143][1700/2353] lr: 1.449e-04, eta: 1:04:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 2023-12-25 20:36:49,168 - pyskl - INFO - Epoch [143][1800/2353] lr: 1.433e-04, eta: 1:04:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6494, loss: 1.6494 2023-12-25 20:37:11,515 - pyskl - INFO - Epoch [143][1900/2353] lr: 1.416e-04, eta: 1:03:56, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6550, loss: 1.6550 2023-12-25 20:37:33,832 - pyskl - INFO - Epoch [143][2000/2353] lr: 1.399e-04, eta: 1:03:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6499, loss: 1.6499 2023-12-25 20:37:56,108 - pyskl - INFO - Epoch [143][2100/2353] lr: 1.383e-04, eta: 1:03:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6520, loss: 1.6520 2023-12-25 20:38:18,443 - pyskl - INFO - Epoch [143][2200/2353] lr: 1.366e-04, eta: 1:02:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6505, loss: 1.6505 2023-12-25 20:38:40,772 - pyskl - INFO - Epoch [143][2300/2353] lr: 1.350e-04, eta: 1:02:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6503, loss: 1.6503 2023-12-25 20:38:53,129 - pyskl - INFO - Saving checkpoint at 143 epochs 2023-12-25 20:40:20,519 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 20:40:20,600 - pyskl - INFO - top1_acc 0.9484 top5_acc 0.9947 2023-12-25 20:40:20,608 - pyskl - INFO - Epoch(val) [143][1184] top1_acc: 0.9484, top5_acc: 0.9947 2023-12-25 20:41:00,556 - pyskl - INFO - Epoch [144][100/2353] lr: 1.325e-04, eta: 1:01:51, time: 0.399, data_time: 0.176, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 2023-12-25 20:41:22,851 - pyskl - INFO - Epoch [144][200/2353] lr: 1.309e-04, eta: 1:01:28, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6478, loss: 1.6478 2023-12-25 20:41:45,227 - pyskl - INFO - Epoch [144][300/2353] lr: 1.293e-04, eta: 1:01:06, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 2023-12-25 20:42:07,511 - pyskl - INFO - Epoch [144][400/2353] lr: 1.277e-04, eta: 1:00:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 2023-12-25 20:42:29,862 - pyskl - INFO - Epoch [144][500/2353] lr: 1.261e-04, eta: 1:00:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6478, loss: 1.6478 2023-12-25 20:42:52,249 - pyskl - INFO - Epoch [144][600/2353] lr: 1.245e-04, eta: 0:59:58, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6497, loss: 1.6497 2023-12-25 20:43:14,617 - pyskl - INFO - Epoch [144][700/2353] lr: 1.230e-04, eta: 0:59:35, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 2023-12-25 20:43:36,941 - pyskl - INFO - Epoch [144][800/2353] lr: 1.214e-04, eta: 0:59:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6489, loss: 1.6489 2023-12-25 20:43:59,223 - pyskl - INFO - Epoch [144][900/2353] lr: 1.199e-04, eta: 0:58:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6517, loss: 1.6517 2023-12-25 20:44:21,512 - pyskl - INFO - Epoch [144][1000/2353] lr: 1.183e-04, eta: 0:58:27, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 2023-12-25 20:44:43,752 - pyskl - INFO - Epoch [144][1100/2353] lr: 1.168e-04, eta: 0:58:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6509, loss: 1.6509 2023-12-25 20:45:06,059 - pyskl - INFO - Epoch [144][1200/2353] lr: 1.153e-04, eta: 0:57:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6494, loss: 1.6494 2023-12-25 20:45:28,287 - pyskl - INFO - Epoch [144][1300/2353] lr: 1.138e-04, eta: 0:57:19, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6503, loss: 1.6503 2023-12-25 20:45:50,513 - pyskl - INFO - Epoch [144][1400/2353] lr: 1.123e-04, eta: 0:56:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6498, loss: 1.6498 2023-12-25 20:46:12,810 - pyskl - INFO - Epoch [144][1500/2353] lr: 1.108e-04, eta: 0:56:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6536, loss: 1.6536 2023-12-25 20:46:35,046 - pyskl - INFO - Epoch [144][1600/2353] lr: 1.094e-04, eta: 0:56:11, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6504, loss: 1.6504 2023-12-25 20:46:57,326 - pyskl - INFO - Epoch [144][1700/2353] lr: 1.079e-04, eta: 0:55:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6516, loss: 1.6516 2023-12-25 20:47:19,604 - pyskl - INFO - Epoch [144][1800/2353] lr: 1.064e-04, eta: 0:55:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 2023-12-25 20:47:41,967 - pyskl - INFO - Epoch [144][1900/2353] lr: 1.050e-04, eta: 0:55:03, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 2023-12-25 20:48:04,275 - pyskl - INFO - Epoch [144][2000/2353] lr: 1.036e-04, eta: 0:54:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 2023-12-25 20:48:26,574 - pyskl - INFO - Epoch [144][2100/2353] lr: 1.021e-04, eta: 0:54:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6538, loss: 1.6538 2023-12-25 20:48:48,849 - pyskl - INFO - Epoch [144][2200/2353] lr: 1.007e-04, eta: 0:53:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6489, loss: 1.6489 2023-12-25 20:49:11,132 - pyskl - INFO - Epoch [144][2300/2353] lr: 9.932e-05, eta: 0:53:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6496, loss: 1.6496 2023-12-25 20:49:23,401 - pyskl - INFO - Saving checkpoint at 144 epochs 2023-12-25 20:50:50,710 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 20:50:50,801 - pyskl - INFO - top1_acc 0.9490 top5_acc 0.9947 2023-12-25 20:50:50,805 - pyskl - INFO - Epoch(val) [144][1184] top1_acc: 0.9490, top5_acc: 0.9947 2023-12-25 20:51:31,493 - pyskl - INFO - Epoch [145][100/2353] lr: 9.719e-05, eta: 0:52:58, time: 0.407, data_time: 0.183, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6491, loss: 1.6491 2023-12-25 20:51:53,894 - pyskl - INFO - Epoch [145][200/2353] lr: 9.581e-05, eta: 0:52:35, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6476, loss: 1.6476 2023-12-25 20:52:16,337 - pyskl - INFO - Epoch [145][300/2353] lr: 9.444e-05, eta: 0:52:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6491, loss: 1.6491 2023-12-25 20:52:38,692 - pyskl - INFO - Epoch [145][400/2353] lr: 9.308e-05, eta: 0:51:49, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6535, loss: 1.6535 2023-12-25 20:53:01,079 - pyskl - INFO - Epoch [145][500/2353] lr: 9.173e-05, eta: 0:51:27, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6532, loss: 1.6532 2023-12-25 20:53:23,399 - pyskl - INFO - Epoch [145][600/2353] lr: 9.039e-05, eta: 0:51:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6476, loss: 1.6476 2023-12-25 20:53:45,817 - pyskl - INFO - Epoch [145][700/2353] lr: 8.906e-05, eta: 0:50:41, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6489, loss: 1.6489 2023-12-25 20:54:08,109 - pyskl - INFO - Epoch [145][800/2353] lr: 8.774e-05, eta: 0:50:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6499, loss: 1.6499 2023-12-25 20:54:30,350 - pyskl - INFO - Epoch [145][900/2353] lr: 8.643e-05, eta: 0:49:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6492, loss: 1.6492 2023-12-25 20:54:52,613 - pyskl - INFO - Epoch [145][1000/2353] lr: 8.513e-05, eta: 0:49:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6495, loss: 1.6495 2023-12-25 20:55:14,896 - pyskl - INFO - Epoch [145][1100/2353] lr: 8.383e-05, eta: 0:49:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6504, loss: 1.6504 2023-12-25 20:55:37,173 - pyskl - INFO - Epoch [145][1200/2353] lr: 8.255e-05, eta: 0:48:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6511, loss: 1.6511 2023-12-25 20:55:59,490 - pyskl - INFO - Epoch [145][1300/2353] lr: 8.128e-05, eta: 0:48:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6473, loss: 1.6473 2023-12-25 20:56:21,803 - pyskl - INFO - Epoch [145][1400/2353] lr: 8.002e-05, eta: 0:48:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6508, loss: 1.6508 2023-12-25 20:56:44,134 - pyskl - INFO - Epoch [145][1500/2353] lr: 7.877e-05, eta: 0:47:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6498, loss: 1.6498 2023-12-25 20:57:06,422 - pyskl - INFO - Epoch [145][1600/2353] lr: 7.753e-05, eta: 0:47:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6500, loss: 1.6500 2023-12-25 20:57:28,703 - pyskl - INFO - Epoch [145][1700/2353] lr: 7.629e-05, eta: 0:46:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 2023-12-25 20:57:50,977 - pyskl - INFO - Epoch [145][1800/2353] lr: 7.507e-05, eta: 0:46:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6510, loss: 1.6510 2023-12-25 20:58:13,372 - pyskl - INFO - Epoch [145][1900/2353] lr: 7.386e-05, eta: 0:46:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 2023-12-25 20:58:35,745 - pyskl - INFO - Epoch [145][2000/2353] lr: 7.266e-05, eta: 0:45:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6508, loss: 1.6508 2023-12-25 20:58:58,065 - pyskl - INFO - Epoch [145][2100/2353] lr: 7.146e-05, eta: 0:45:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6499, loss: 1.6499 2023-12-25 20:59:20,418 - pyskl - INFO - Epoch [145][2200/2353] lr: 7.028e-05, eta: 0:45:01, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 2023-12-25 20:59:42,764 - pyskl - INFO - Epoch [145][2300/2353] lr: 6.911e-05, eta: 0:44:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6478, loss: 1.6478 2023-12-25 20:59:55,187 - pyskl - INFO - Saving checkpoint at 145 epochs 2023-12-25 21:01:22,298 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 21:01:22,377 - pyskl - INFO - top1_acc 0.9493 top5_acc 0.9950 2023-12-25 21:01:22,382 - pyskl - INFO - Epoch(val) [145][1184] top1_acc: 0.9493, top5_acc: 0.9950 2023-12-25 21:02:02,101 - pyskl - INFO - Epoch [146][100/2353] lr: 6.733e-05, eta: 0:44:04, time: 0.397, data_time: 0.174, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6482, loss: 1.6482 2023-12-25 21:02:24,432 - pyskl - INFO - Epoch [146][200/2353] lr: 6.618e-05, eta: 0:43:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6493, loss: 1.6493 2023-12-25 21:02:46,803 - pyskl - INFO - Epoch [146][300/2353] lr: 6.504e-05, eta: 0:43:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6509, loss: 1.6509 2023-12-25 21:03:09,067 - pyskl - INFO - Epoch [146][400/2353] lr: 6.391e-05, eta: 0:42:56, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6505, loss: 1.6505 2023-12-25 21:03:31,335 - pyskl - INFO - Epoch [146][500/2353] lr: 6.280e-05, eta: 0:42:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6495, loss: 1.6495 2023-12-25 21:03:53,639 - pyskl - INFO - Epoch [146][600/2353] lr: 6.169e-05, eta: 0:42:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6489, loss: 1.6489 2023-12-25 21:04:15,960 - pyskl - INFO - Epoch [146][700/2353] lr: 6.059e-05, eta: 0:41:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6493, loss: 1.6493 2023-12-25 21:04:38,190 - pyskl - INFO - Epoch [146][800/2353] lr: 5.950e-05, eta: 0:41:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6498, loss: 1.6498 2023-12-25 21:05:00,385 - pyskl - INFO - Epoch [146][900/2353] lr: 5.842e-05, eta: 0:41:03, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 2023-12-25 21:05:22,652 - pyskl - INFO - Epoch [146][1000/2353] lr: 5.735e-05, eta: 0:40:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6485, loss: 1.6485 2023-12-25 21:05:44,981 - pyskl - INFO - Epoch [146][1100/2353] lr: 5.629e-05, eta: 0:40:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6492, loss: 1.6492 2023-12-25 21:06:07,336 - pyskl - INFO - Epoch [146][1200/2353] lr: 5.524e-05, eta: 0:39:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6497, loss: 1.6497 2023-12-25 21:06:29,606 - pyskl - INFO - Epoch [146][1300/2353] lr: 5.420e-05, eta: 0:39:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6482, loss: 1.6482 2023-12-25 21:06:51,934 - pyskl - INFO - Epoch [146][1400/2353] lr: 5.317e-05, eta: 0:39:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6499, loss: 1.6499 2023-12-25 21:07:14,251 - pyskl - INFO - Epoch [146][1500/2353] lr: 5.215e-05, eta: 0:38:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6499, loss: 1.6499 2023-12-25 21:07:36,635 - pyskl - INFO - Epoch [146][1600/2353] lr: 5.114e-05, eta: 0:38:24, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6522, loss: 1.6522 2023-12-25 21:07:58,910 - pyskl - INFO - Epoch [146][1700/2353] lr: 5.014e-05, eta: 0:38:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6482, loss: 1.6482 2023-12-25 21:08:21,206 - pyskl - INFO - Epoch [146][1800/2353] lr: 4.915e-05, eta: 0:37:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6501, loss: 1.6501 2023-12-25 21:08:43,530 - pyskl - INFO - Epoch [146][1900/2353] lr: 4.817e-05, eta: 0:37:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6502, loss: 1.6502 2023-12-25 21:09:05,881 - pyskl - INFO - Epoch [146][2000/2353] lr: 4.720e-05, eta: 0:36:53, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 2023-12-25 21:09:28,246 - pyskl - INFO - Epoch [146][2100/2353] lr: 4.624e-05, eta: 0:36:30, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 2023-12-25 21:09:50,623 - pyskl - INFO - Epoch [146][2200/2353] lr: 4.528e-05, eta: 0:36:08, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6499, loss: 1.6499 2023-12-25 21:10:12,893 - pyskl - INFO - Epoch [146][2300/2353] lr: 4.434e-05, eta: 0:35:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6498, loss: 1.6498 2023-12-25 21:10:25,205 - pyskl - INFO - Saving checkpoint at 146 epochs 2023-12-25 21:11:52,741 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 21:11:52,820 - pyskl - INFO - top1_acc 0.9454 top5_acc 0.9945 2023-12-25 21:11:52,824 - pyskl - INFO - Epoch(val) [146][1184] top1_acc: 0.9454, top5_acc: 0.9945 2023-12-25 21:12:32,707 - pyskl - INFO - Epoch [147][100/2353] lr: 4.292e-05, eta: 0:35:10, time: 0.399, data_time: 0.176, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 2023-12-25 21:12:54,959 - pyskl - INFO - Epoch [147][200/2353] lr: 4.201e-05, eta: 0:34:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6493, loss: 1.6493 2023-12-25 21:13:17,235 - pyskl - INFO - Epoch [147][300/2353] lr: 4.110e-05, eta: 0:34:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6491, loss: 1.6491 2023-12-25 21:13:39,452 - pyskl - INFO - Epoch [147][400/2353] lr: 4.020e-05, eta: 0:34:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6482, loss: 1.6482 2023-12-25 21:14:01,651 - pyskl - INFO - Epoch [147][500/2353] lr: 3.932e-05, eta: 0:33:40, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 2023-12-25 21:14:23,862 - pyskl - INFO - Epoch [147][600/2353] lr: 3.844e-05, eta: 0:33:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6507, loss: 1.6507 2023-12-25 21:14:46,123 - pyskl - INFO - Epoch [147][700/2353] lr: 3.757e-05, eta: 0:32:54, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6507, loss: 1.6507 2023-12-25 21:15:08,409 - pyskl - INFO - Epoch [147][800/2353] lr: 3.672e-05, eta: 0:32:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 2023-12-25 21:15:30,629 - pyskl - INFO - Epoch [147][900/2353] lr: 3.587e-05, eta: 0:32:09, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6468, loss: 1.6468 2023-12-25 21:15:52,858 - pyskl - INFO - Epoch [147][1000/2353] lr: 3.503e-05, eta: 0:31:46, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 2023-12-25 21:16:15,138 - pyskl - INFO - Epoch [147][1100/2353] lr: 3.420e-05, eta: 0:31:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6491, loss: 1.6491 2023-12-25 21:16:37,367 - pyskl - INFO - Epoch [147][1200/2353] lr: 3.339e-05, eta: 0:31:01, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 2023-12-25 21:16:59,612 - pyskl - INFO - Epoch [147][1300/2353] lr: 3.258e-05, eta: 0:30:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 2023-12-25 21:17:21,877 - pyskl - INFO - Epoch [147][1400/2353] lr: 3.178e-05, eta: 0:30:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 2023-12-25 21:17:44,150 - pyskl - INFO - Epoch [147][1500/2353] lr: 3.099e-05, eta: 0:29:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6497, loss: 1.6497 2023-12-25 21:18:06,386 - pyskl - INFO - Epoch [147][1600/2353] lr: 3.021e-05, eta: 0:29:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6493, loss: 1.6493 2023-12-25 21:18:28,668 - pyskl - INFO - Epoch [147][1700/2353] lr: 2.945e-05, eta: 0:29:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6482, loss: 1.6482 2023-12-25 21:18:50,877 - pyskl - INFO - Epoch [147][1800/2353] lr: 2.869e-05, eta: 0:28:45, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6497, loss: 1.6497 2023-12-25 21:19:13,070 - pyskl - INFO - Epoch [147][1900/2353] lr: 2.794e-05, eta: 0:28:22, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6504, loss: 1.6504 2023-12-25 21:19:35,309 - pyskl - INFO - Epoch [147][2000/2353] lr: 2.720e-05, eta: 0:28:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6494, loss: 1.6494 2023-12-25 21:19:57,542 - pyskl - INFO - Epoch [147][2100/2353] lr: 2.647e-05, eta: 0:27:37, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6508, loss: 1.6508 2023-12-25 21:20:19,797 - pyskl - INFO - Epoch [147][2200/2353] lr: 2.575e-05, eta: 0:27:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6500, loss: 1.6500 2023-12-25 21:20:42,051 - pyskl - INFO - Epoch [147][2300/2353] lr: 2.504e-05, eta: 0:26:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 2023-12-25 21:20:54,313 - pyskl - INFO - Saving checkpoint at 147 epochs 2023-12-25 21:22:21,585 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 21:22:21,667 - pyskl - INFO - top1_acc 0.9492 top5_acc 0.9946 2023-12-25 21:22:21,671 - pyskl - INFO - Epoch(val) [147][1184] top1_acc: 0.9492, top5_acc: 0.9946 2023-12-25 21:23:02,048 - pyskl - INFO - Epoch [148][100/2353] lr: 2.398e-05, eta: 0:26:17, time: 0.404, data_time: 0.180, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6505, loss: 1.6505 2023-12-25 21:23:24,384 - pyskl - INFO - Epoch [148][200/2353] lr: 2.330e-05, eta: 0:25:54, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6494, loss: 1.6494 2023-12-25 21:23:46,644 - pyskl - INFO - Epoch [148][300/2353] lr: 2.262e-05, eta: 0:25:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6495, loss: 1.6495 2023-12-25 21:24:09,070 - pyskl - INFO - Epoch [148][400/2353] lr: 2.196e-05, eta: 0:25:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 2023-12-25 21:24:31,499 - pyskl - INFO - Epoch [148][500/2353] lr: 2.130e-05, eta: 0:24:46, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6488, loss: 1.6488 2023-12-25 21:24:53,768 - pyskl - INFO - Epoch [148][600/2353] lr: 2.066e-05, eta: 0:24:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 2023-12-25 21:25:16,018 - pyskl - INFO - Epoch [148][700/2353] lr: 2.002e-05, eta: 0:24:01, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 2023-12-25 21:25:38,324 - pyskl - INFO - Epoch [148][800/2353] lr: 1.940e-05, eta: 0:23:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6493, loss: 1.6493 2023-12-25 21:26:00,580 - pyskl - INFO - Epoch [148][900/2353] lr: 1.878e-05, eta: 0:23:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6469, loss: 1.6469 2023-12-25 21:26:22,853 - pyskl - INFO - Epoch [148][1000/2353] lr: 1.818e-05, eta: 0:22:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 2023-12-25 21:26:45,094 - pyskl - INFO - Epoch [148][1100/2353] lr: 1.759e-05, eta: 0:22:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6493, loss: 1.6493 2023-12-25 21:27:07,323 - pyskl - INFO - Epoch [148][1200/2353] lr: 1.700e-05, eta: 0:22:08, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6485, loss: 1.6485 2023-12-25 21:27:29,629 - pyskl - INFO - Epoch [148][1300/2353] lr: 1.642e-05, eta: 0:21:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6502, loss: 1.6502 2023-12-25 21:27:51,881 - pyskl - INFO - Epoch [148][1400/2353] lr: 1.586e-05, eta: 0:21:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 2023-12-25 21:28:14,152 - pyskl - INFO - Epoch [148][1500/2353] lr: 1.530e-05, eta: 0:21:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6499, loss: 1.6499 2023-12-25 21:28:36,417 - pyskl - INFO - Epoch [148][1600/2353] lr: 1.476e-05, eta: 0:20:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 2023-12-25 21:28:58,714 - pyskl - INFO - Epoch [148][1700/2353] lr: 1.422e-05, eta: 0:20:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 2023-12-25 21:29:21,009 - pyskl - INFO - Epoch [148][1800/2353] lr: 1.370e-05, eta: 0:19:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6505, loss: 1.6505 2023-12-25 21:29:43,374 - pyskl - INFO - Epoch [148][1900/2353] lr: 1.318e-05, eta: 0:19:29, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 2023-12-25 21:30:05,662 - pyskl - INFO - Epoch [148][2000/2353] lr: 1.268e-05, eta: 0:19:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6517, loss: 1.6517 2023-12-25 21:30:27,966 - pyskl - INFO - Epoch [148][2100/2353] lr: 1.218e-05, eta: 0:18:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 2023-12-25 21:30:50,312 - pyskl - INFO - Epoch [148][2200/2353] lr: 1.169e-05, eta: 0:18:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 2023-12-25 21:31:12,652 - pyskl - INFO - Epoch [148][2300/2353] lr: 1.122e-05, eta: 0:17:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6518, loss: 1.6518 2023-12-25 21:31:24,934 - pyskl - INFO - Saving checkpoint at 148 epochs 2023-12-25 21:32:52,251 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 21:32:52,331 - pyskl - INFO - top1_acc 0.9492 top5_acc 0.9948 2023-12-25 21:32:52,335 - pyskl - INFO - Epoch(val) [148][1184] top1_acc: 0.9492, top5_acc: 0.9948 2023-12-25 21:33:32,978 - pyskl - INFO - Epoch [149][100/2353] lr: 1.051e-05, eta: 0:17:24, time: 0.406, data_time: 0.182, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 2023-12-25 21:33:55,450 - pyskl - INFO - Epoch [149][200/2353] lr: 1.006e-05, eta: 0:17:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 2023-12-25 21:34:17,958 - pyskl - INFO - Epoch [149][300/2353] lr: 9.616e-06, eta: 0:16:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6494, loss: 1.6494 2023-12-25 21:34:40,346 - pyskl - INFO - Epoch [149][400/2353] lr: 9.184e-06, eta: 0:16:16, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6509, loss: 1.6509 2023-12-25 21:35:02,613 - pyskl - INFO - Epoch [149][500/2353] lr: 8.763e-06, eta: 0:15:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6472, loss: 1.6472 2023-12-25 21:35:24,955 - pyskl - INFO - Epoch [149][600/2353] lr: 8.351e-06, eta: 0:15:30, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6503, loss: 1.6503 2023-12-25 21:35:47,319 - pyskl - INFO - Epoch [149][700/2353] lr: 7.950e-06, eta: 0:15:08, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6482, loss: 1.6482 2023-12-25 21:36:09,690 - pyskl - INFO - Epoch [149][800/2353] lr: 7.558e-06, eta: 0:14:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6464, loss: 1.6464 2023-12-25 21:36:31,977 - pyskl - INFO - Epoch [149][900/2353] lr: 7.176e-06, eta: 0:14:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 2023-12-25 21:36:54,266 - pyskl - INFO - Epoch [149][1000/2353] lr: 6.804e-06, eta: 0:14:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6482, loss: 1.6482 2023-12-25 21:37:16,542 - pyskl - INFO - Epoch [149][1100/2353] lr: 6.442e-06, eta: 0:13:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 2023-12-25 21:37:38,806 - pyskl - INFO - Epoch [149][1200/2353] lr: 6.090e-06, eta: 0:13:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 2023-12-25 21:38:01,088 - pyskl - INFO - Epoch [149][1300/2353] lr: 5.747e-06, eta: 0:12:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 2023-12-25 21:38:23,333 - pyskl - INFO - Epoch [149][1400/2353] lr: 5.415e-06, eta: 0:12:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6471, loss: 1.6471 2023-12-25 21:38:45,697 - pyskl - INFO - Epoch [149][1500/2353] lr: 5.092e-06, eta: 0:12:06, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6501, loss: 1.6501 2023-12-25 21:39:08,028 - pyskl - INFO - Epoch [149][1600/2353] lr: 4.780e-06, eta: 0:11:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6504, loss: 1.6504 2023-12-25 21:39:30,383 - pyskl - INFO - Epoch [149][1700/2353] lr: 4.477e-06, eta: 0:11:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 2023-12-25 21:39:52,669 - pyskl - INFO - Epoch [149][1800/2353] lr: 4.184e-06, eta: 0:10:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 2023-12-25 21:40:14,892 - pyskl - INFO - Epoch [149][1900/2353] lr: 3.901e-06, eta: 0:10:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6488, loss: 1.6488 2023-12-25 21:40:37,154 - pyskl - INFO - Epoch [149][2000/2353] lr: 3.628e-06, eta: 0:10:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 2023-12-25 21:40:59,388 - pyskl - INFO - Epoch [149][2100/2353] lr: 3.365e-06, eta: 0:09:50, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 2023-12-25 21:41:21,639 - pyskl - INFO - Epoch [149][2200/2353] lr: 3.112e-06, eta: 0:09:28, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6518, loss: 1.6518 2023-12-25 21:41:43,913 - pyskl - INFO - Epoch [149][2300/2353] lr: 2.869e-06, eta: 0:09:05, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6507, loss: 1.6507 2023-12-25 21:41:56,210 - pyskl - INFO - Saving checkpoint at 149 epochs 2023-12-25 21:43:23,358 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 21:43:23,440 - pyskl - INFO - top1_acc 0.9514 top5_acc 0.9950 2023-12-25 21:43:23,444 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_142.pth was removed 2023-12-25 21:43:23,582 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_149.pth. 2023-12-25 21:43:23,582 - pyskl - INFO - Best top1_acc is 0.9514 at 149 epoch. 2023-12-25 21:43:23,586 - pyskl - INFO - Epoch(val) [149][1184] top1_acc: 0.9514, top5_acc: 0.9950 2023-12-25 21:44:03,538 - pyskl - INFO - Epoch [150][100/2353] lr: 2.516e-06, eta: 0:08:30, time: 0.399, data_time: 0.175, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6493, loss: 1.6493 2023-12-25 21:44:25,849 - pyskl - INFO - Epoch [150][200/2353] lr: 2.297e-06, eta: 0:08:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6497, loss: 1.6497 2023-12-25 21:44:48,216 - pyskl - INFO - Epoch [150][300/2353] lr: 2.089e-06, eta: 0:07:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 2023-12-25 21:45:10,596 - pyskl - INFO - Epoch [150][400/2353] lr: 1.891e-06, eta: 0:07:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6500, loss: 1.6500 2023-12-25 21:45:32,874 - pyskl - INFO - Epoch [150][500/2353] lr: 1.702e-06, eta: 0:07:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 2023-12-25 21:45:55,134 - pyskl - INFO - Epoch [150][600/2353] lr: 1.523e-06, eta: 0:06:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6497, loss: 1.6497 2023-12-25 21:46:17,478 - pyskl - INFO - Epoch [150][700/2353] lr: 1.355e-06, eta: 0:06:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6498, loss: 1.6498 2023-12-25 21:46:39,826 - pyskl - INFO - Epoch [150][800/2353] lr: 1.196e-06, eta: 0:05:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6501, loss: 1.6501 2023-12-25 21:47:02,061 - pyskl - INFO - Epoch [150][900/2353] lr: 1.047e-06, eta: 0:05:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 2023-12-25 21:47:24,375 - pyskl - INFO - Epoch [150][1000/2353] lr: 9.078e-07, eta: 0:05:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6471, loss: 1.6471 2023-12-25 21:47:46,662 - pyskl - INFO - Epoch [150][1100/2353] lr: 7.787e-07, eta: 0:04:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6493, loss: 1.6493 2023-12-25 21:48:08,911 - pyskl - INFO - Epoch [150][1200/2353] lr: 6.594e-07, eta: 0:04:21, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6482, loss: 1.6482 2023-12-25 21:48:31,166 - pyskl - INFO - Epoch [150][1300/2353] lr: 5.501e-07, eta: 0:03:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6473, loss: 1.6473 2023-12-25 21:48:53,639 - pyskl - INFO - Epoch [150][1400/2353] lr: 4.507e-07, eta: 0:03:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6500, loss: 1.6500 2023-12-25 21:49:15,877 - pyskl - INFO - Epoch [150][1500/2353] lr: 3.611e-07, eta: 0:03:13, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6511, loss: 1.6511 2023-12-25 21:49:38,251 - pyskl - INFO - Epoch [150][1600/2353] lr: 2.815e-07, eta: 0:02:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6488, loss: 1.6488 2023-12-25 21:50:00,597 - pyskl - INFO - Epoch [150][1700/2353] lr: 2.118e-07, eta: 0:02:28, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6482, loss: 1.6482 2023-12-25 21:50:22,932 - pyskl - INFO - Epoch [150][1800/2353] lr: 1.520e-07, eta: 0:02:05, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 2023-12-25 21:50:45,216 - pyskl - INFO - Epoch [150][1900/2353] lr: 1.021e-07, eta: 0:01:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6472, loss: 1.6472 2023-12-25 21:51:07,512 - pyskl - INFO - Epoch [150][2000/2353] lr: 6.205e-08, eta: 0:01:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6506, loss: 1.6506 2023-12-25 21:51:29,949 - pyskl - INFO - Epoch [150][2100/2353] lr: 3.195e-08, eta: 0:00:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6498, loss: 1.6498 2023-12-25 21:51:52,278 - pyskl - INFO - Epoch [150][2200/2353] lr: 1.174e-08, eta: 0:00:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 2023-12-25 21:52:14,638 - pyskl - INFO - Epoch [150][2300/2353] lr: 1.444e-09, eta: 0:00:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 2023-12-25 21:52:26,956 - pyskl - INFO - Saving checkpoint at 150 epochs 2023-12-25 21:53:54,008 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 21:53:54,088 - pyskl - INFO - top1_acc 0.9493 top5_acc 0.9946 2023-12-25 21:53:54,092 - pyskl - INFO - Epoch(val) [150][1184] top1_acc: 0.9493, top5_acc: 0.9946 2023-12-25 21:54:03,724 - pyskl - INFO - 18932 videos remain after valid thresholding 2023-12-25 22:05:43,994 - pyskl - INFO - Testing results of the last checkpoint 2023-12-25 22:05:43,995 - pyskl - INFO - top1_acc: 0.9537 2023-12-25 22:05:43,995 - pyskl - INFO - top5_acc: 0.9952 2023-12-25 22:05:43,995 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu60_xview/jm/best_top1_acc_epoch_149.pth 2023-12-25 22:17:25,696 - pyskl - INFO - Testing results of the best checkpoint 2023-12-25 22:17:25,697 - pyskl - INFO - top1_acc: 0.9550 2023-12-25 22:17:25,697 - pyskl - INFO - top5_acc: 0.9956